{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 匹配push_online"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import pandas as pd\n",
    "import glob\n",
    "import time\n",
    "from sqlalchemy import create_engine\n",
    "\n",
    "def reader(sql):\n",
    "    engine = create_engine('mysql+pymysql://mengna_ro:54drs@89dDe2@10.10.20.220:3306/collision_warehouse?charset=utf8')\n",
    "    df = pd.read_sql_query(sql, engine)\n",
    "    return df\n",
    "\n",
    "# 合并一周数据\n",
    "address=[i.replace(\"\\\\\",\"/\") for i in glob.glob(\"C:/Users/星星/Desktop/day_data/内部车碰撞统计/20210429-20210505/内部车碰撞统计*.xlsx\")]\n",
    "\n",
    "df=pd.DataFrame()\n",
    "for x in address:\n",
    "    df_temp=pd.read_excel(x)\n",
    "    df=df.append(df_temp,ignore_index=True)\n",
    "\n",
    "# 去重\n",
    "df.drop_duplicates(inplace=True)\n",
    "# 与tableau里设置的字段名区分\n",
    "df.rename(columns={'设备类型':'设备小类型'}, inplace=True)\n",
    "\n",
    "\"\"\"系统报警\"\"\"\n",
    "\n",
    "df_xt = df[df['报警来源'] == '系统报警']\n",
    "\n",
    "# 匹配push_online，找出对应设备类型\n",
    "df_xt['事故时间']=df_xt['事故时间'].astype('datetime64[ns]')\n",
    "df_xt['接收时间']=df_xt['接收时间'].astype('datetime64[ns]')\n",
    "start_time=str(min(df_xt['事故时间'])-pd.to_timedelta(\"1 days 00:00:00\"))\n",
    "stop_time=str(max(df_xt['事故时间'])+pd.to_timedelta(\"0 days 02:00:00\"))\n",
    "\n",
    "df_push=reader('''\n",
    "select terminal_name,terminal_model,manufacturer_model from `bigdata_collision_push_online`\n",
    "where max_acc_time between \"'''+start_time+'''\" and \"'''+stop_time+'''\"\n",
    "UNION ALL\n",
    "select terminal_name,terminal_model,manufacturer_model from `bigdata_collision_push_online_6_0`\n",
    "where trigger_date between \"'''+start_time+'''\" and \"'''+stop_time+'''\"\n",
    "''')\n",
    "\n",
    "df_xt = pd.merge(df_xt,df_push,how='left',left_on='触发设备号',right_on='terminal_name')\n",
    "df_xt.drop_duplicates(inplace=True)\n",
    "\n",
    "# 导出数据\n",
    "df_xt.to_excel(\"./碰撞表_\"+time.strfti(\"me%Y%m%d_%H%M%S\", time.localtime())+\"导出.xlsx\")\n",
    "\n",
    "\n",
    "\"\"\"主动报警\"\"\"\n",
    "\n",
    "df_zd = df[df['报警来源'] == '主动报警']\n",
    "df_zd.drop_duplicates(inplace=True)\n",
    "df_zd.to_excel(\"./碰撞表(主动)_\"+time.strfti(\"me%Y%m%d_%H%M%S\", time.localtime())+\"导出.xlsx\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 周报"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 条件筛选"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### test"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "df_week.groupby(by = '设备子类型')['触发设备号'].count()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "df_detail[(cond3|cond4)]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "df_xyt_product_type"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 筛选条件生成"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 94,
   "metadata": {
    "collapsed": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>报警来源</th>\n",
       "      <th>首次处理类型</th>\n",
       "      <th>归属店战区/机构</th>\n",
       "      <th>车架号</th>\n",
       "      <th>触发设备号</th>\n",
       "      <th>设备类型</th>\n",
       "      <th>设备子类型</th>\n",
       "      <th>安装位置</th>\n",
       "      <th>车类别</th>\n",
       "      <th>车主姓名</th>\n",
       "      <th>...</th>\n",
       "      <th>月份</th>\n",
       "      <th>事故时间</th>\n",
       "      <th>处理时效</th>\n",
       "      <th>自动外呼结果</th>\n",
       "      <th>事故处理人</th>\n",
       "      <th>处理状态</th>\n",
       "      <th>事故备注</th>\n",
       "      <th>欣悦途接收反馈</th>\n",
       "      <th>二次分析分类</th>\n",
       "      <th>二次分析备注</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>系统报警</td>\n",
       "      <td>分析处理</td>\n",
       "      <td>四川战区-川南运维部</td>\n",
       "      <td>LGWEE5A52LH502973</td>\n",
       "      <td>868957041845894</td>\n",
       "      <td>V1</td>\n",
       "      <td>V1-3E11</td>\n",
       "      <td>左仪表内（接线：左仪表内）</td>\n",
       "      <td>汽车</td>\n",
       "      <td>杨丽慧</td>\n",
       "      <td>...</td>\n",
       "      <td>2021-04-01</td>\n",
       "      <td>2021-04-23 00:00:00</td>\n",
       "      <td>0.00114583333333333</td>\n",
       "      <td>--</td>\n",
       "      <td>牟晓明</td>\n",
       "      <td>分析误报</td>\n",
       "      <td>分析安全</td>\n",
       "      <td>未推送</td>\n",
       "      <td>nan</td>\n",
       "      <td>nan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>系统报警</td>\n",
       "      <td>AI处理</td>\n",
       "      <td>四川战区-川北运维部</td>\n",
       "      <td>LGWEF4A50LF551611</td>\n",
       "      <td>864710057524075</td>\n",
       "      <td>V1</td>\n",
       "      <td>V1-3E11</td>\n",
       "      <td>左仪表内（接线：左仪表内）</td>\n",
       "      <td>汽车</td>\n",
       "      <td>杜孝成</td>\n",
       "      <td>...</td>\n",
       "      <td>2021-04-01</td>\n",
       "      <td>2021-04-23 00:00:01</td>\n",
       "      <td>0.00159722222222222</td>\n",
       "      <td>W(其它)</td>\n",
       "      <td>汪媛媛</td>\n",
       "      <td>分析误报</td>\n",
       "      <td>分析安全</td>\n",
       "      <td>未推送</td>\n",
       "      <td>nan</td>\n",
       "      <td>nan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>系统报警</td>\n",
       "      <td>分析处理</td>\n",
       "      <td>四川战区-成东运维部</td>\n",
       "      <td>LFV1A2BU6K4478859</td>\n",
       "      <td>868957040076806</td>\n",
       "      <td>V1</td>\n",
       "      <td>V1-3E11</td>\n",
       "      <td>左仪表内（接线：左仪表内）</td>\n",
       "      <td>汽车</td>\n",
       "      <td>李宗涛</td>\n",
       "      <td>...</td>\n",
       "      <td>2021-04-01</td>\n",
       "      <td>2021-04-23 00:00:21</td>\n",
       "      <td>0.00103009259259259</td>\n",
       "      <td>--</td>\n",
       "      <td>牟晓明</td>\n",
       "      <td>分析误报</td>\n",
       "      <td>分析安全</td>\n",
       "      <td>未推送</td>\n",
       "      <td>nan</td>\n",
       "      <td>nan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>系统报警</td>\n",
       "      <td>人工处理</td>\n",
       "      <td>湖南战区-湖南战区</td>\n",
       "      <td>LMGKT1L58M1082082</td>\n",
       "      <td>864710056800641</td>\n",
       "      <td>V1</td>\n",
       "      <td>V1-3E11</td>\n",
       "      <td>顶灯（接线：顶灯）</td>\n",
       "      <td>汽车</td>\n",
       "      <td>施轶</td>\n",
       "      <td>...</td>\n",
       "      <td>2021-04-01</td>\n",
       "      <td>2021-04-23 00:00:28</td>\n",
       "      <td>0.00148148148148148</td>\n",
       "      <td>--</td>\n",
       "      <td>牟晓明</td>\n",
       "      <td>分析误报</td>\n",
       "      <td>分析安全</td>\n",
       "      <td>未推送</td>\n",
       "      <td>nan</td>\n",
       "      <td>nan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>系统报警</td>\n",
       "      <td>人工处理</td>\n",
       "      <td>黑吉机构-黑龙江机构</td>\n",
       "      <td>LGWEF4A59MH521559</td>\n",
       "      <td>868053053507125</td>\n",
       "      <td>V1</td>\n",
       "      <td>V1-3E11</td>\n",
       "      <td>发动机舱</td>\n",
       "      <td>汽车</td>\n",
       "      <td>刘士伟</td>\n",
       "      <td>...</td>\n",
       "      <td>2021-04-01</td>\n",
       "      <td>2021-04-23 00:00:58</td>\n",
       "      <td>0.000891203703703704</td>\n",
       "      <td>--</td>\n",
       "      <td>贾令</td>\n",
       "      <td>分析误报</td>\n",
       "      <td>分析安全</td>\n",
       "      <td>未推送</td>\n",
       "      <td>nan</td>\n",
       "      <td>nan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>97971</th>\n",
       "      <td>系统报警</td>\n",
       "      <td>AI处理</td>\n",
       "      <td>湖南战区-湖南战区</td>\n",
       "      <td>LB37622Z5KX629578</td>\n",
       "      <td>861929043151214</td>\n",
       "      <td>V1</td>\n",
       "      <td>V1-1E11</td>\n",
       "      <td>顶灯（接线：顶灯）</td>\n",
       "      <td>汽车</td>\n",
       "      <td>谢礼萍</td>\n",
       "      <td>...</td>\n",
       "      <td>2021-04-01</td>\n",
       "      <td>2021-04-29 23:58:41</td>\n",
       "      <td>0.00206018518518519</td>\n",
       "      <td>V(停机空号)</td>\n",
       "      <td>贾令</td>\n",
       "      <td>分析误报</td>\n",
       "      <td>分析安全</td>\n",
       "      <td>未推送</td>\n",
       "      <td>nan</td>\n",
       "      <td>nan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>97972</th>\n",
       "      <td>系统报警</td>\n",
       "      <td>分析处理</td>\n",
       "      <td>安徽机构-安徽机构</td>\n",
       "      <td>L6T7622Z5LV001108</td>\n",
       "      <td>862175049213033</td>\n",
       "      <td>V1</td>\n",
       "      <td>V1-3E11</td>\n",
       "      <td>左仪表内（接线：左仪表内）</td>\n",
       "      <td>汽车</td>\n",
       "      <td>王枫</td>\n",
       "      <td>...</td>\n",
       "      <td>2021-04-01</td>\n",
       "      <td>2021-04-29 23:59:05</td>\n",
       "      <td>0.00142361111111111</td>\n",
       "      <td>--</td>\n",
       "      <td>贾令</td>\n",
       "      <td>分析误报</td>\n",
       "      <td>分析安全</td>\n",
       "      <td>未推送</td>\n",
       "      <td>nan</td>\n",
       "      <td>nan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>97973</th>\n",
       "      <td>系统报警</td>\n",
       "      <td>AI处理</td>\n",
       "      <td>辽蒙机构-辽宁机构</td>\n",
       "      <td>LB37724S7KX249994</td>\n",
       "      <td>862175048983123</td>\n",
       "      <td>V1</td>\n",
       "      <td>V1-3E11</td>\n",
       "      <td>左仪表内（接线：左仪表内）</td>\n",
       "      <td>汽车</td>\n",
       "      <td>杨莹</td>\n",
       "      <td>...</td>\n",
       "      <td>2021-04-01</td>\n",
       "      <td>2021-04-29 23:59:18</td>\n",
       "      <td>0.00327546296296296</td>\n",
       "      <td>X(未接通)</td>\n",
       "      <td>汪媛媛</td>\n",
       "      <td>分析误报</td>\n",
       "      <td>分析安全</td>\n",
       "      <td>未推送</td>\n",
       "      <td>nan</td>\n",
       "      <td>nan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>97974</th>\n",
       "      <td>系统报警</td>\n",
       "      <td>人工处理</td>\n",
       "      <td>河南机构-河南机构</td>\n",
       "      <td>LB37824Z3LH137263</td>\n",
       "      <td>864710056790768</td>\n",
       "      <td>V1</td>\n",
       "      <td>V1-3E11</td>\n",
       "      <td>左仪表内（接线：左仪表内）</td>\n",
       "      <td>汽车</td>\n",
       "      <td>翟倩</td>\n",
       "      <td>...</td>\n",
       "      <td>2021-04-01</td>\n",
       "      <td>2021-04-29 23:59:37</td>\n",
       "      <td>0.00349537037037037</td>\n",
       "      <td>--</td>\n",
       "      <td>汪媛媛</td>\n",
       "      <td>分析误报</td>\n",
       "      <td>分析安全</td>\n",
       "      <td>未推送</td>\n",
       "      <td>nan</td>\n",
       "      <td>nan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>97975</th>\n",
       "      <td>系统报警</td>\n",
       "      <td>AI处理</td>\n",
       "      <td>四川战区-川南运维部</td>\n",
       "      <td>LB37742Z8LB097749</td>\n",
       "      <td>864710057713124</td>\n",
       "      <td>V1</td>\n",
       "      <td>V1-3E11</td>\n",
       "      <td>右角下（接线：右角下）</td>\n",
       "      <td>汽车</td>\n",
       "      <td>张绍洪</td>\n",
       "      <td>...</td>\n",
       "      <td>2021-04-01</td>\n",
       "      <td>2021-04-29 23:59:42</td>\n",
       "      <td>nan</td>\n",
       "      <td>U(安全)</td>\n",
       "      <td>智能AI</td>\n",
       "      <td>核实误报</td>\n",
       "      <td>--</td>\n",
       "      <td>未推送</td>\n",
       "      <td>nan</td>\n",
       "      <td>nan</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>97976 rows × 30 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "       报警来源 首次处理类型    归属店战区/机构                车架号            触发设备号 设备类型  \\\n",
       "0      系统报警   分析处理  四川战区-川南运维部  LGWEE5A52LH502973  868957041845894   V1   \n",
       "1      系统报警   AI处理  四川战区-川北运维部  LGWEF4A50LF551611  864710057524075   V1   \n",
       "2      系统报警   分析处理  四川战区-成东运维部  LFV1A2BU6K4478859  868957040076806   V1   \n",
       "3      系统报警   人工处理   湖南战区-湖南战区  LMGKT1L58M1082082  864710056800641   V1   \n",
       "4      系统报警   人工处理  黑吉机构-黑龙江机构  LGWEF4A59MH521559  868053053507125   V1   \n",
       "...     ...    ...         ...                ...              ...  ...   \n",
       "97971  系统报警   AI处理   湖南战区-湖南战区  LB37622Z5KX629578  861929043151214   V1   \n",
       "97972  系统报警   分析处理   安徽机构-安徽机构  L6T7622Z5LV001108  862175049213033   V1   \n",
       "97973  系统报警   AI处理   辽蒙机构-辽宁机构  LB37724S7KX249994  862175048983123   V1   \n",
       "97974  系统报警   人工处理   河南机构-河南机构  LB37824Z3LH137263  864710056790768   V1   \n",
       "97975  系统报警   AI处理  四川战区-川南运维部  LB37742Z8LB097749  864710057713124   V1   \n",
       "\n",
       "         设备子类型           安装位置 车类别 车主姓名  ...         月份                事故时间  \\\n",
       "0      V1-3E11  左仪表内（接线：左仪表内）  汽车  杨丽慧  ... 2021-04-01 2021-04-23 00:00:00   \n",
       "1      V1-3E11  左仪表内（接线：左仪表内）  汽车  杜孝成  ... 2021-04-01 2021-04-23 00:00:01   \n",
       "2      V1-3E11  左仪表内（接线：左仪表内）  汽车  李宗涛  ... 2021-04-01 2021-04-23 00:00:21   \n",
       "3      V1-3E11      顶灯（接线：顶灯）  汽车   施轶  ... 2021-04-01 2021-04-23 00:00:28   \n",
       "4      V1-3E11           发动机舱  汽车  刘士伟  ... 2021-04-01 2021-04-23 00:00:58   \n",
       "...        ...            ...  ..  ...  ...        ...                 ...   \n",
       "97971  V1-1E11      顶灯（接线：顶灯）  汽车  谢礼萍  ... 2021-04-01 2021-04-29 23:58:41   \n",
       "97972  V1-3E11  左仪表内（接线：左仪表内）  汽车   王枫  ... 2021-04-01 2021-04-29 23:59:05   \n",
       "97973  V1-3E11  左仪表内（接线：左仪表内）  汽车   杨莹  ... 2021-04-01 2021-04-29 23:59:18   \n",
       "97974  V1-3E11  左仪表内（接线：左仪表内）  汽车   翟倩  ... 2021-04-01 2021-04-29 23:59:37   \n",
       "97975  V1-3E11    右角下（接线：右角下）  汽车  张绍洪  ... 2021-04-01 2021-04-29 23:59:42   \n",
       "\n",
       "                       处理时效   自动外呼结果 事故处理人  处理状态  事故备注  欣悦途接收反馈  二次分析分类 二次分析备注  \n",
       "0       0.00114583333333333       --   牟晓明  分析误报  分析安全      未推送     nan    nan  \n",
       "1       0.00159722222222222    W(其它)   汪媛媛  分析误报  分析安全      未推送     nan    nan  \n",
       "2       0.00103009259259259       --   牟晓明  分析误报  分析安全      未推送     nan    nan  \n",
       "3       0.00148148148148148       --   牟晓明  分析误报  分析安全      未推送     nan    nan  \n",
       "4      0.000891203703703704       --    贾令  分析误报  分析安全      未推送     nan    nan  \n",
       "...                     ...      ...   ...   ...   ...      ...     ...    ...  \n",
       "97971   0.00206018518518519  V(停机空号)    贾令  分析误报  分析安全      未推送     nan    nan  \n",
       "97972   0.00142361111111111       --    贾令  分析误报  分析安全      未推送     nan    nan  \n",
       "97973   0.00327546296296296   X(未接通)   汪媛媛  分析误报  分析安全      未推送     nan    nan  \n",
       "97974   0.00349537037037037       --   汪媛媛  分析误报  分析安全      未推送     nan    nan  \n",
       "97975                   nan    U(安全)  智能AI  核实误报    --      未推送     nan    nan  \n",
       "\n",
       "[97976 rows x 30 columns]"
      ]
     },
     "execution_count": 94,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import numpy as np\n",
    "import pandas as pd\n",
    "import time\n",
    "from sqlalchemy import create_engine\n",
    "\n",
    "def reader_test(sql):\n",
    "    engine = create_engine('mysql+pymysql://root:bigdata@10.9.1.73:3306/usebylh?charset=utf8')\n",
    "    df = pd.read_sql_query(sql, engine)\n",
    "    return df\n",
    "\n",
    "def reader_collision(sql):\n",
    "    engine = create_engine('mysql+pymysql://mengna_ro:54drs@89dDe2@10.10.20.220:3306/collision_warehouse?charset=utf8')\n",
    "    df = pd.read_sql_query(sql, engine)\n",
    "    return df\n",
    "\n",
    "df_week = reader_test(\"\"\"SELECT * FROM `collision_underline_data_2021`\n",
    "where `事故时间` BETWEEN '2021-04-23 00:00:00' and '2021-04-29 23:59:59'\"\"\")\n",
    "\n",
    "df_week"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 96,
   "metadata": {
    "collapsed": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0        False\n",
       "1        False\n",
       "2        False\n",
       "3        False\n",
       "4        False\n",
       "         ...  \n",
       "97971    False\n",
       "97972    False\n",
       "97973    False\n",
       "97974    False\n",
       "97975    False\n",
       "Name: 销售公司, Length: 97976, dtype: bool"
      ]
     },
     "execution_count": 96,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 过滤对象\n",
    "df_del_company = pd.read_excel('C:/Users/星星/Desktop/week_data/车辆过滤.xlsx', sheet_name='销售公司')\n",
    "df_del_username = pd.read_excel('C:/Users/星星/Desktop/week_data/车辆过滤.xlsx', sheet_name='车主姓名')\n",
    "df_del_ogztion = pd.read_excel('C:/Users/星星/Desktop/week_data/车辆过滤.xlsx', sheet_name='开发组织')\n",
    "df_del_product_type = pd.read_excel('C:/Users/星星/Desktop/week_data/车辆过滤.xlsx', sheet_name='产品类型')\n",
    "# display(df_del_company,df_del_username,df_del_ogztion,df_del_product_type)\n",
    "\n",
    "del_company = df_del_company['销售公司'].to_list()\n",
    "del_username = df_del_username['车主姓名'].to_list()\n",
    "del_ogztion = df_del_ogztion['开发组织'].to_list()\n",
    "del_product_type = df_del_product_type['产品类型'].to_list()\n",
    "\n",
    "df_week['销售公司'].isin(del_company)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 97,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 车辆总数筛选\n",
    "df_detail = reader_collision(\"\"\"SELECT * from collision_rescue_terminal_detail\"\"\")\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### 公司、车主姓名"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 98,
   "metadata": {
    "collapsed": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>name</th>\n",
       "      <th>model</th>\n",
       "      <th>manufacturer_model</th>\n",
       "      <th>status</th>\n",
       "      <th>install_location_id</th>\n",
       "      <th>install_location</th>\n",
       "      <th>operate_time</th>\n",
       "      <th>holder_name</th>\n",
       "      <th>vehicle_id</th>\n",
       "      <th>install_at</th>\n",
       "      <th>...</th>\n",
       "      <th>owner_gender</th>\n",
       "      <th>id_no</th>\n",
       "      <th>owner_phone</th>\n",
       "      <th>update_date</th>\n",
       "      <th>sync_time</th>\n",
       "      <th>sort_value</th>\n",
       "      <th>allow_contact</th>\n",
       "      <th>create_time</th>\n",
       "      <th>update_time</th>\n",
       "      <th>version</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0003865</td>\n",
       "      <td>K3</td>\n",
       "      <td>DRT3110(BD)</td>\n",
       "      <td>WORKING</td>\n",
       "      <td>10.0</td>\n",
       "      <td>仪表台上（接线：CD机后）</td>\n",
       "      <td>2016-05-09 16:32:04</td>\n",
       "      <td>安鑫</td>\n",
       "      <td>10049922.0</td>\n",
       "      <td>NaT</td>\n",
       "      <td>...</td>\n",
       "      <td>MALE</td>\n",
       "      <td></td>\n",
       "      <td>13408068796</td>\n",
       "      <td>NaT</td>\n",
       "      <td>2021-02-04 22:58:00</td>\n",
       "      <td>10131830</td>\n",
       "      <td>1</td>\n",
       "      <td>2021-05-04 00:21:09</td>\n",
       "      <td>2021-05-04 00:21:09</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>0013043709</td>\n",
       "      <td>未知设备</td>\n",
       "      <td>未知</td>\n",
       "      <td>WORKING</td>\n",
       "      <td>100.0</td>\n",
       "      <td>其他位置</td>\n",
       "      <td>2015-09-09 14:41:43</td>\n",
       "      <td>车辆合集公司</td>\n",
       "      <td>15239.0</td>\n",
       "      <td>NaT</td>\n",
       "      <td>...</td>\n",
       "      <td>MALE</td>\n",
       "      <td></td>\n",
       "      <td>13808022701</td>\n",
       "      <td>NaT</td>\n",
       "      <td>2021-02-04 22:57:59</td>\n",
       "      <td>10101000</td>\n",
       "      <td>1</td>\n",
       "      <td>2021-05-04 00:21:36</td>\n",
       "      <td>2021-05-04 00:21:36</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>0018F53CD32C</td>\n",
       "      <td>K6</td>\n",
       "      <td>GA-03-LTE-BD</td>\n",
       "      <td>WORKING</td>\n",
       "      <td>9.0</td>\n",
       "      <td>右仪表内（储物箱）</td>\n",
       "      <td>2020-10-26 15:35:07</td>\n",
       "      <td>宋彬</td>\n",
       "      <td>12030038.0</td>\n",
       "      <td>2020-10-26 15:35:07</td>\n",
       "      <td>...</td>\n",
       "      <td>None</td>\n",
       "      <td></td>\n",
       "      <td>15182261901</td>\n",
       "      <td>2020-10-26 15:06:03</td>\n",
       "      <td>2021-02-04 22:59:46</td>\n",
       "      <td>12263404</td>\n",
       "      <td>1</td>\n",
       "      <td>2021-05-04 00:02:57</td>\n",
       "      <td>2021-05-04 00:02:57</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>0043232</td>\n",
       "      <td>K3</td>\n",
       "      <td>DRT3110(BD)</td>\n",
       "      <td>WORKING</td>\n",
       "      <td>10.0</td>\n",
       "      <td>仪表台上（接线：CD机后）</td>\n",
       "      <td>2016-08-16 13:31:47</td>\n",
       "      <td>邹鹏凯</td>\n",
       "      <td>10054280.0</td>\n",
       "      <td>2016-08-16 13:31:47</td>\n",
       "      <td>...</td>\n",
       "      <td>MALE</td>\n",
       "      <td>10061956_320211198104193857</td>\n",
       "      <td>13408068796</td>\n",
       "      <td>NaT</td>\n",
       "      <td>2021-02-04 22:58:01</td>\n",
       "      <td>10143102</td>\n",
       "      <td>1</td>\n",
       "      <td>2021-05-04 00:21:01</td>\n",
       "      <td>2021-05-04 00:21:01</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>0044221</td>\n",
       "      <td>K3</td>\n",
       "      <td>DRT3110(BD)</td>\n",
       "      <td>WORKING</td>\n",
       "      <td>10.0</td>\n",
       "      <td>仪表台上（接线：CD机后）</td>\n",
       "      <td>2015-09-29 16:48:43</td>\n",
       "      <td>陈洋</td>\n",
       "      <td>10027206.0</td>\n",
       "      <td>NaT</td>\n",
       "      <td>...</td>\n",
       "      <td>MALE</td>\n",
       "      <td></td>\n",
       "      <td>13541957222</td>\n",
       "      <td>NaT</td>\n",
       "      <td>2021-02-04 22:57:59</td>\n",
       "      <td>10103568</td>\n",
       "      <td>1</td>\n",
       "      <td>2021-05-04 00:21:36</td>\n",
       "      <td>2021-05-04 00:21:36</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1198894</th>\n",
       "      <td>ZM18090144S0086</td>\n",
       "      <td>K6</td>\n",
       "      <td>K6PY-BV01</td>\n",
       "      <td>WORKING</td>\n",
       "      <td>10.0</td>\n",
       "      <td>仪表台上（接线：CD机后）</td>\n",
       "      <td>2019-12-30 17:35:17</td>\n",
       "      <td>陈洋</td>\n",
       "      <td>11521326.0</td>\n",
       "      <td>2019-12-30 17:35:17</td>\n",
       "      <td>...</td>\n",
       "      <td>None</td>\n",
       "      <td></td>\n",
       "      <td>18908131159</td>\n",
       "      <td>2020-11-26 16:43:41</td>\n",
       "      <td>2021-02-04 22:58:31</td>\n",
       "      <td>11827376</td>\n",
       "      <td>1</td>\n",
       "      <td>2021-05-04 00:07:16</td>\n",
       "      <td>2021-05-04 00:07:16</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1198895</th>\n",
       "      <td>ZM18090144S0087</td>\n",
       "      <td>K6</td>\n",
       "      <td>K6PY-BV01</td>\n",
       "      <td>WORKING</td>\n",
       "      <td>10.0</td>\n",
       "      <td>仪表台上（接线：CD机后）</td>\n",
       "      <td>2019-12-31 13:48:02</td>\n",
       "      <td>陈洋</td>\n",
       "      <td>11524694.0</td>\n",
       "      <td>2019-12-31 13:48:02</td>\n",
       "      <td>...</td>\n",
       "      <td>None</td>\n",
       "      <td></td>\n",
       "      <td>18908131159</td>\n",
       "      <td>2020-11-26 16:46:02</td>\n",
       "      <td>2021-02-04 22:58:31</td>\n",
       "      <td>11827380</td>\n",
       "      <td>1</td>\n",
       "      <td>2021-05-04 00:07:16</td>\n",
       "      <td>2021-05-04 00:07:16</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1198896</th>\n",
       "      <td>kd04612</td>\n",
       "      <td>K3</td>\n",
       "      <td>DRT3110(BD)</td>\n",
       "      <td>WORKING</td>\n",
       "      <td>10.0</td>\n",
       "      <td>仪表台上（接线：CD机后）</td>\n",
       "      <td>2019-07-19 14:05:59</td>\n",
       "      <td>官爱民</td>\n",
       "      <td>11191576.0</td>\n",
       "      <td>2019-07-19 14:05:59</td>\n",
       "      <td>...</td>\n",
       "      <td>None</td>\n",
       "      <td></td>\n",
       "      <td>13508153171</td>\n",
       "      <td>NaT</td>\n",
       "      <td>2021-02-04 22:59:41</td>\n",
       "      <td>11465066</td>\n",
       "      <td>1</td>\n",
       "      <td>2021-05-04 00:10:24</td>\n",
       "      <td>2021-05-04 00:10:24</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1198897</th>\n",
       "      <td>kf01879</td>\n",
       "      <td>K3</td>\n",
       "      <td>DRT3110(BD)</td>\n",
       "      <td>WORKING</td>\n",
       "      <td>10.0</td>\n",
       "      <td>仪表台上（接线：CD机后）</td>\n",
       "      <td>2019-11-26 11:00:49</td>\n",
       "      <td>宋彬</td>\n",
       "      <td>10747240.0</td>\n",
       "      <td>2019-11-26 11:00:49</td>\n",
       "      <td>...</td>\n",
       "      <td>None</td>\n",
       "      <td></td>\n",
       "      <td>13990673029</td>\n",
       "      <td>NaT</td>\n",
       "      <td>2021-02-04 22:59:43</td>\n",
       "      <td>11722688</td>\n",
       "      <td>1</td>\n",
       "      <td>2021-05-04 00:08:11</td>\n",
       "      <td>2021-05-04 00:08:11</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1198898</th>\n",
       "      <td>kv12715</td>\n",
       "      <td>K3</td>\n",
       "      <td>DRT3110(BD)</td>\n",
       "      <td>WORKING</td>\n",
       "      <td>10.0</td>\n",
       "      <td>仪表台上（接线：CD机后）</td>\n",
       "      <td>2020-01-03 14:30:06</td>\n",
       "      <td>邹凯</td>\n",
       "      <td>11520776.0</td>\n",
       "      <td>2020-01-03 14:30:06</td>\n",
       "      <td>...</td>\n",
       "      <td>None</td>\n",
       "      <td></td>\n",
       "      <td>13541961018</td>\n",
       "      <td>2021-04-15 11:17:38</td>\n",
       "      <td>2021-02-04 22:58:31</td>\n",
       "      <td>11830760</td>\n",
       "      <td>1</td>\n",
       "      <td>2021-05-04 00:07:16</td>\n",
       "      <td>2021-05-04 00:07:16</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>1099844 rows × 33 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                    name model manufacturer_model   status  \\\n",
       "0                0003865    K3        DRT3110(BD)  WORKING   \n",
       "1             0013043709  未知设备                 未知  WORKING   \n",
       "2           0018F53CD32C    K6       GA-03-LTE-BD  WORKING   \n",
       "3                0043232    K3        DRT3110(BD)  WORKING   \n",
       "4                0044221    K3        DRT3110(BD)  WORKING   \n",
       "...                  ...   ...                ...      ...   \n",
       "1198894  ZM18090144S0086    K6          K6PY-BV01  WORKING   \n",
       "1198895  ZM18090144S0087    K6          K6PY-BV01  WORKING   \n",
       "1198896          kd04612    K3        DRT3110(BD)  WORKING   \n",
       "1198897          kf01879    K3        DRT3110(BD)  WORKING   \n",
       "1198898          kv12715    K3        DRT3110(BD)  WORKING   \n",
       "\n",
       "         install_location_id install_location        operate_time holder_name  \\\n",
       "0                       10.0    仪表台上（接线：CD机后） 2016-05-09 16:32:04          安鑫   \n",
       "1                      100.0             其他位置 2015-09-09 14:41:43      车辆合集公司   \n",
       "2                        9.0        右仪表内（储物箱） 2020-10-26 15:35:07          宋彬   \n",
       "3                       10.0    仪表台上（接线：CD机后） 2016-08-16 13:31:47         邹鹏凯   \n",
       "4                       10.0    仪表台上（接线：CD机后） 2015-09-29 16:48:43          陈洋   \n",
       "...                      ...              ...                 ...         ...   \n",
       "1198894                 10.0    仪表台上（接线：CD机后） 2019-12-30 17:35:17          陈洋   \n",
       "1198895                 10.0    仪表台上（接线：CD机后） 2019-12-31 13:48:02          陈洋   \n",
       "1198896                 10.0    仪表台上（接线：CD机后） 2019-07-19 14:05:59         官爱民   \n",
       "1198897                 10.0    仪表台上（接线：CD机后） 2019-11-26 11:00:49          宋彬   \n",
       "1198898                 10.0    仪表台上（接线：CD机后） 2020-01-03 14:30:06          邹凯   \n",
       "\n",
       "         vehicle_id          install_at  ... owner_gender  \\\n",
       "0        10049922.0                 NaT  ...         MALE   \n",
       "1           15239.0                 NaT  ...         MALE   \n",
       "2        12030038.0 2020-10-26 15:35:07  ...         None   \n",
       "3        10054280.0 2016-08-16 13:31:47  ...         MALE   \n",
       "4        10027206.0                 NaT  ...         MALE   \n",
       "...             ...                 ...  ...          ...   \n",
       "1198894  11521326.0 2019-12-30 17:35:17  ...         None   \n",
       "1198895  11524694.0 2019-12-31 13:48:02  ...         None   \n",
       "1198896  11191576.0 2019-07-19 14:05:59  ...         None   \n",
       "1198897  10747240.0 2019-11-26 11:00:49  ...         None   \n",
       "1198898  11520776.0 2020-01-03 14:30:06  ...         None   \n",
       "\n",
       "                               id_no  owner_phone         update_date  \\\n",
       "0                                     13408068796                 NaT   \n",
       "1                                     13808022701                 NaT   \n",
       "2                                     15182261901 2020-10-26 15:06:03   \n",
       "3        10061956_320211198104193857  13408068796                 NaT   \n",
       "4                                     13541957222                 NaT   \n",
       "...                              ...          ...                 ...   \n",
       "1198894                               18908131159 2020-11-26 16:43:41   \n",
       "1198895                               18908131159 2020-11-26 16:46:02   \n",
       "1198896                               13508153171                 NaT   \n",
       "1198897                               13990673029                 NaT   \n",
       "1198898                               13541961018 2021-04-15 11:17:38   \n",
       "\n",
       "                  sync_time sort_value allow_contact         create_time  \\\n",
       "0       2021-02-04 22:58:00   10131830             1 2021-05-04 00:21:09   \n",
       "1       2021-02-04 22:57:59   10101000             1 2021-05-04 00:21:36   \n",
       "2       2021-02-04 22:59:46   12263404             1 2021-05-04 00:02:57   \n",
       "3       2021-02-04 22:58:01   10143102             1 2021-05-04 00:21:01   \n",
       "4       2021-02-04 22:57:59   10103568             1 2021-05-04 00:21:36   \n",
       "...                     ...        ...           ...                 ...   \n",
       "1198894 2021-02-04 22:58:31   11827376             1 2021-05-04 00:07:16   \n",
       "1198895 2021-02-04 22:58:31   11827380             1 2021-05-04 00:07:16   \n",
       "1198896 2021-02-04 22:59:41   11465066             1 2021-05-04 00:10:24   \n",
       "1198897 2021-02-04 22:59:43   11722688             1 2021-05-04 00:08:11   \n",
       "1198898 2021-02-04 22:58:31   11830760             1 2021-05-04 00:07:16   \n",
       "\n",
       "                update_time  version  \n",
       "0       2021-05-04 00:21:09        1  \n",
       "1       2021-05-04 00:21:36        1  \n",
       "2       2021-05-04 00:02:57        1  \n",
       "3       2021-05-04 00:21:01        1  \n",
       "4       2021-05-04 00:21:36        1  \n",
       "...                     ...      ...  \n",
       "1198894 2021-05-04 00:07:16        1  \n",
       "1198895 2021-05-04 00:07:16        1  \n",
       "1198896 2021-05-04 00:10:24        1  \n",
       "1198897 2021-05-04 00:08:11        1  \n",
       "1198898 2021-05-04 00:07:16        1  \n",
       "\n",
       "[1099844 rows x 33 columns]"
      ]
     },
     "execution_count": 98,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 公司、车主姓名筛选\n",
    "cond3 = df_detail['sale_org'].isin(del_company)\n",
    "cond4 = df_detail['owner_name'].isin(del_username)\n",
    "df_detail_del = df_detail[~(cond3|cond4)]\n",
    "df_detail_del"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### 开发组织、产品类型"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "collapsed": true
   },
   "outputs": [
    {
     "data": {
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       "      <th>0</th>\n",
       "      <td>LBEADAFC0GY079243</td>\n",
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       "      <td>LF0HGLS2XJ0061922</td>\n",
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       "    <tr>\n",
       "      <th>3734</th>\n",
       "      <td>LFMH55811JS004012</td>\n",
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       "  </tbody>\n",
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       "<p>3735 rows × 1 columns</p>\n",
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       "                    vin\n",
       "0     LBEADAFC0GY079243\n",
       "1     LSVCD2BM7GN082638\n",
       "2     LJDMAA227G0671158\n",
       "3     LSVAP4NG4GN052805\n",
       "4     LS4ASE2E3GJ117825\n",
       "...                 ...\n",
       "3730  LFV2A2BS8J4615415\n",
       "3731  LFV2A2BS9J4648617\n",
       "3732  LSGUA8273JF110700\n",
       "3733  LF0HGLS2XJ0061922\n",
       "3734  LFMH55811JS004012\n",
       "\n",
       "[3735 rows x 1 columns]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
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       "      <th>alias</th>\n",
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       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>LSVAU033062297649</td>\n",
       "      <td>非凯励程-客运产品</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>00000000000011423</td>\n",
       "      <td>非凯励程-担保产品</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>00000000000009719</td>\n",
       "      <td>非凯励程-担保产品</td>\n",
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       "      <td>LB37742Z4LB112618</td>\n",
       "      <td>全损无忧（B）</td>\n",
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       "    <tr>\n",
       "      <th>1190936</th>\n",
       "      <td>LGWEF4A50MF386113</td>\n",
       "      <td>代步补贴</td>\n",
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       "      <td>LHGCV1648M8124352</td>\n",
       "      <td>代步补贴</td>\n",
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       "      <th>1190938</th>\n",
       "      <td>L6T7824Z8MW012008</td>\n",
       "      <td>全损无忧（B）</td>\n",
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       "    <tr>\n",
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       "      <td>L6T7752Z7ME012949</td>\n",
       "      <td>代步补贴</td>\n",
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      ],
      "text/plain": [
       "                       vin      alias\n",
       "0        LSVAU033062297649  非凯励程-客运产品\n",
       "1        00000000000011423  非凯励程-担保产品\n",
       "2        00000000000009719  非凯励程-担保产品\n",
       "3        000000000B1534689  非凯励程-担保产品\n",
       "4        00000000000008879  非凯励程-担保产品\n",
       "...                    ...        ...\n",
       "1190935  LB37742Z4LB112618    全损无忧（B）\n",
       "1190936  LGWEF4A50MF386113       代步补贴\n",
       "1190937  LHGCV1648M8124352       代步补贴\n",
       "1190938  L6T7824Z8MW012008    全损无忧（B）\n",
       "1190939  L6T7752Z7ME012949       代步补贴\n",
       "\n",
       "[1190940 rows x 2 columns]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 匹配开发组织、产品类型在欣悦途对应的车架号\n",
    "def reader_xyt(sql):\n",
    "    engine = create_engine('mysql+pymysql://collision_lihong:qdvaMKCsnx724fUd@112.45.114.5:10013/data_hub?charset=utf8')\n",
    "    df = pd.read_sql_query(sql, engine)\n",
    "    return df\n",
    "\n",
    "# 开发组织对应的车架号\n",
    "df_xyt_ogztion=reader_xyt('''\n",
    "select zv.vin\n",
    "from ods_data_transfer_zeus_order zo\n",
    "       left join ods_data_transfer_zeus_order_vehicle_person zovp on zo.purchaser_group_id = zovp.id\n",
    "       left join ods_data_transfer_zeus_vehicle zv on zovp.vehicle_id = zv.id\n",
    "       left join ods_data_transfer_zeus_org_group zog on zo.org_group_id = zog.id\n",
    "where zog.dev_org_id = 12222\n",
    "  and zv.vin is not null\n",
    "  and zo.status not in ('ABOLISHED', 'SERVICE_TERMINATION_SURRENDER')\n",
    "  and zo.business_status not in ('ABOLISHED', 'SERVICE_TERMINATION_SURRENDER', 'TRANSFERRED_TO_KLICEN')\n",
    "group by zv.id\n",
    "''')\n",
    "\n",
    "# 产品类型对应的车架号\n",
    "df_xyt_product_type=reader_xyt('''\n",
    "select zv.vin,zp.alias\n",
    "from ods_data_transfer_zeus_order zo\n",
    "\t\t\t left join ods_data_transfer_zeus_order_item zoi on zo.id=zoi.order_id\n",
    "\t\t\t left join ods_data_transfer_zeus_product zp on zoi.product_id=zp.id\n",
    "       left join ods_data_transfer_zeus_order_vehicle_person zovp on zo.purchaser_group_id = zovp.id\n",
    "       left join ods_data_transfer_zeus_vehicle zv on zovp.vehicle_id = zv.id\n",
    "where zv.vin is not null\n",
    "  and zo.status not in ('ABOLISHED', 'SERVICE_TERMINATION_SURRENDER')\n",
    "  and zo.business_status not in ('ABOLISHED', 'SERVICE_TERMINATION_SURRENDER', 'TRANSFERRED_TO_KLICEN')\n",
    "group by zv.id\n",
    "''')\n",
    "\n",
    "display(df_xyt_ogztion,df_xyt_product_type)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 99,
   "metadata": {
    "collapsed": true
   },
   "outputs": [
    {
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       " 'LB9XL44B0HALG6482',\n",
       " 'LJDMAA224H0720687',\n",
       " 'LSVAF45E9HN108952',\n",
       " 'LBEMDAFC8GZ992887',\n",
       " 'LFV2A1150H3605967',\n",
       " 'LDC973440G2521201',\n",
       " 'LH16CHJ04GH005535',\n",
       " 'LB9XL44BXHALG6439',\n",
       " 'LJDMAA227H0950112',\n",
       " 'LSVNV4BR5JN087812',\n",
       " 'LFV2A1BS3H4721789',\n",
       " 'LJDMAA221H0379202',\n",
       " 'LFV2A21K8J4086307',\n",
       " 'LS4ASE2E0HJ181970',\n",
       " 'LFV2A2BS1J4534496',\n",
       " 'LUXS61F01HB005965',\n",
       " 'LDNBCTFC6H0067252',\n",
       " 'LDC6332T8H3067414',\n",
       " 'LSVAF45E0HN112291',\n",
       " 'LSVNR4BR4HN273002',\n",
       " 'LVSHJCAL7HE207609',\n",
       " 'LSVNR4NG4JN014512',\n",
       " 'LSVNF45E3HN118278',\n",
       " 'LZZPCL3D5HJ093156',\n",
       " 'LNBMCUAHXGT142677',\n",
       " 'LSVF04BR0HN051040',\n",
       " 'LFV2B28U4H3048500',\n",
       " 'LVVDC11B9GD037619',\n",
       " 'LUXS61F07HB006649',\n",
       " 'LSVWR218XHN351932',\n",
       " 'LVXCAHBA2GS076555',\n",
       " 'LSJW74C99HZ016310',\n",
       " 'LDC6432T9J3032660',\n",
       " 'LSVNX4BR2HN071460',\n",
       " 'LB9XL44B3HALG6427',\n",
       " 'LDC6332T7H3067047',\n",
       " 'LNBSCUAK9GF523597',\n",
       " 'LSVNB218XH2109546',\n",
       " 'LSJW74U35HG236615',\n",
       " 'LB377K4S2HX673205',\n",
       " 'LE4WF4CB7HL280016',\n",
       " 'LJDMAA223H0700950',\n",
       " 'LDC661T34H3070871',\n",
       " 'LBV5S1105HSL88697',\n",
       " 'LSVD56A41HN023919',\n",
       " 'LJDMAA220H0975756',\n",
       " 'LSGZJ5ALXJH095314',\n",
       " 'LVSHFCAC7HH269849',\n",
       " 'LSVAE45E5HN125914',\n",
       " 'LVXDAJBA1GS065896',\n",
       " 'LNBSCUAKXGF559105',\n",
       " 'LSGUA8475HE042896',\n",
       " 'LDC6332T5H3070321',\n",
       " 'LUXS61F20HB005148',\n",
       " 'LNBSCUAH5GF564930',\n",
       " 'LDCC132T1G1442871',\n",
       " 'LSVNV4NG7HN064536',\n",
       " 'LS4ASE2E0HJ252214',\n",
       " 'LSVAP4BR2GN208023',\n",
       " 'LJNTGUCS5GN901174',\n",
       " 'LFPZ3ACC4H5E01983',\n",
       " 'LSJA16E39HG050355',\n",
       " 'LJ12EKR25G4058677',\n",
       " 'LSVNF45E6JN022702',\n",
       " 'LDC633T22J3014946',\n",
       " 'LNBSCUAK5GF032735',\n",
       " 'LNBMCUAK4GT164945',\n",
       " 'LJ12EKR24F4860779',\n",
       " 'LSVAP4NG4GN052805',\n",
       " 'LB9XL44B0HELG6927',\n",
       " 'LVSHFFAL5JS609414',\n",
       " 'LS4ASE2E8HJ114579',\n",
       " 'LFV2A1BS9H4727015',\n",
       " 'LSVXZ25N8G2064044',\n",
       " 'LB9XL44B3HALG6444',\n",
       " 'LFV2A1BS4H4683960',\n",
       " 'LSVAF45E8HN109218',\n",
       " 'LSGJB84J0HY157819',\n",
       " 'LJDJAA141G0496878',\n",
       " 'LBEYCADB7HS059524',\n",
       " 'LFP83ACE4G1D97436',\n",
       " 'LVVDB11B4HD160023',\n",
       " 'LGJE14E26JM645568',\n",
       " 'LDC6332TXJ3031472',\n",
       " 'LSVWB4182JN296270',\n",
       " 'LSJA16E37HG017659',\n",
       " 'LSGXE83L9HD228026',\n",
       " 'LJDYAA290G0032151',\n",
       " 'LJDYAA296G0025852',\n",
       " 'LS4ASE2E0HJ170712',\n",
       " 'LNBMCUAK5GT162847',\n",
       " 'LSVUC20T1H2025548',\n",
       " 'LDC633T23H3084062',\n",
       " 'LVSHFFAL4HS471598',\n",
       " 'LBEGCBFC4HX247346',\n",
       " 'LJ12EKR23H4021063',\n",
       " 'LDC633T20J3010653',\n",
       " 'LMGAC1G8XH1254831',\n",
       " 'LDC983T41H1070415',\n",
       " 'LFV3A28W2G3010545',\n",
       " 'LSGAR5AL0HH151325',\n",
       " 'LJDMAA221H0732571',\n",
       " 'LDC6432TXJ3033252',\n",
       " 'LSVAF45E4HN135847',\n",
       " 'LSVAE45E8JN026252',\n",
       " 'LSVCR2BM7HN016108',\n",
       " 'LWVCAE73XHA130521',\n",
       " 'LNBMCUAH2GT140728',\n",
       " 'LSJA16E34HG018932',\n",
       " 'LFV6A24G5J3006542',\n",
       " 'LJ8F7C5H6HF918900',\n",
       " 'LJDXAA125G0057885',\n",
       " 'LNBMCUAH1GZ014566',\n",
       " 'LDC6432T2F3381862',\n",
       " 'LBETLBFC6GY214582',\n",
       " 'LVSHFCAC6HH248233',\n",
       " 'LVVDB11B5GE039557',\n",
       " 'LSVAT4NG3HN029786',\n",
       " 'LGJE5EE24HM558742',\n",
       " 'LJDMAA229H0706641',\n",
       " 'LFV2A1BSXH4719392',\n",
       " 'LFV2A1BS5H4731014',\n",
       " 'LSVAF45E8HN131641',\n",
       " 'LJ12EKR28G4919818',\n",
       " 'LSVAE45E1HN134657',\n",
       " 'LSJA24U67HS032687',\n",
       " 'LB9XL44B6HELG6978',\n",
       " 'LJDYAA294H0072346',\n",
       " 'WVWC61162FM648221',\n",
       " 'LSVAT4NG1HN029804',\n",
       " 'LFV3A24G5H3045872',\n",
       " 'LFV2A1156H3637998',\n",
       " 'LSVAE45E2HN132657',\n",
       " 'LVVDB11B0HD207757',\n",
       " 'LBEYCACB8HS064698',\n",
       " 'LBETLBFC8HY257872',\n",
       " 'LSVAE45E6JN026248',\n",
       " 'LS5A2ABE8HA032114',\n",
       " 'LFMGTE721HS048100',\n",
       " 'LDC983T45G1579096',\n",
       " 'LSV2A8CAXHN015447',\n",
       " 'LFV2A2BS6J4609337',\n",
       " 'LSVWT2181HN270741',\n",
       " 'LSVX225N9G2239647',\n",
       " 'LSVCB2NP9GN039351',\n",
       " 'LXVJ2GFC9HA020029',\n",
       " 'LJDYAA298H0064461',\n",
       " 'LDC6332T3G3612322',\n",
       " 'LB9XL44B3HALG6475',\n",
       " 'LVVDC11B3GD313972',\n",
       " 'LKCAA2AD0HC012759',\n",
       " 'LFV3A23C4H3082491',\n",
       " 'LSVAE45E2HN133257',\n",
       " 'LMVAFLFD4GA065021',\n",
       " 'LFV5A24G3H3046060',\n",
       " 'LSVAE45E5HN135570',\n",
       " 'LFV3A24G7H3080204',\n",
       " 'LDC661T33H3085328',\n",
       " 'LMVHEKFC1HA122702',\n",
       " 'LFV2A1BS9H4719013',\n",
       " 'LJDTAA230J0148012',\n",
       " 'LJDJAA142H0510644',\n",
       " 'L6T7824Z1HN200610',\n",
       " 'LSGUL83L6JA116493',\n",
       " 'LFV3B28R9H3054289',\n",
       " 'LJDGAA2C5H0503834',\n",
       " 'LB9XL44B0HALG6448',\n",
       " 'LS5A3DGE8HA003171',\n",
       " 'LFV2A2BS8H4680677',\n",
       " 'LVSHFFAL4HF579163',\n",
       " 'LMGAC1386H1188543',\n",
       " 'LSVCN2BM3HN028798',\n",
       " 'LDC6332T8H3067431',\n",
       " 'LS5A2AB88HB353834',\n",
       " 'LSVWD418XHN392183',\n",
       " 'LSV2B7CA1HN012265',\n",
       " 'LWVEA3045HB029896',\n",
       " 'LSVNY2BR7HN046894',\n",
       " 'LJDYAA29XH0043949',\n",
       " 'LDC6332T3H3074562',\n",
       " 'LSVAR4NG1HN047539',\n",
       " 'LGBH52E25JY673663',\n",
       " 'LSVNA4189H2207417',\n",
       " 'LBEGCBEB0HX261429',\n",
       " 'LSVAE45E1JN014038',\n",
       " 'LSJA16U31HG258196',\n",
       " 'LLNC6ACB9GA019021',\n",
       " 'LSJA24U30HS143975',\n",
       " 'LSVUC60T8H2063205',\n",
       " 'LS5A3ADE5HA013174',\n",
       " 'LMVAFLFC7GA082712',\n",
       " 'LVSHFFACXHF564389',\n",
       " 'LFV2A1156H3145035',\n",
       " 'LUXS61F02HB006008',\n",
       " 'LSVAE45E1HN126042',\n",
       " 'LSJA24U64HS130334',\n",
       " 'LJDMAA227H0366602',\n",
       " 'LVSHFFML9HS166044',\n",
       " 'LF0HGLS2XJ0061922',\n",
       " 'LSVAT4NG9HN044986',\n",
       " 'LJ166A332G7010093',\n",
       " 'LVVDC21B4HD028544',\n",
       " 'LDC661T35H3085251',\n",
       " 'LSVAE45E7HN131794',\n",
       " 'LB9XL44B0HALG6465',\n",
       " 'LJ8E3D3M6HD153454',\n",
       " 'LSVAF45E1HN135756',\n",
       " 'LSJA16E37HG085511',\n",
       " 'LFV2A2BS1G4823211',\n",
       " 'LH16CHJ04GH004773',\n",
       " 'LFV2A1BS9H4719514',\n",
       " 'LDC661T29H3098169',\n",
       " 'LDNACNFC6H0137601',\n",
       " 'LFV2A1BS8H4701540',\n",
       " 'LFV3A23C9H3031357',\n",
       " 'LNBMDBAH4HR837589',\n",
       " 'LNBMCUAH4GT161791',\n",
       " 'LJDYAA298H0065237',\n",
       " 'LFV2A1BS7G4823854',\n",
       " 'LBEYCADB2HS082919',\n",
       " 'LSVAE45E5HN134015',\n",
       " 'LSGUA827XJF103257',\n",
       " 'LSVWL4184HN210688',\n",
       " 'LSGKE54H2HW414529',\n",
       " 'LDC643T2XJ3026632',\n",
       " 'LSVWY218XHN399336',\n",
       " 'LSJA16U33GG136888',\n",
       " 'LVSHFFML1GS093816',\n",
       " 'LJDYAA293H0042867',\n",
       " 'LWVCAFM93HA153749',\n",
       " 'WDC0J4DB7HF287498',\n",
       " 'LNBSCUAH6GF008822',\n",
       " 'LJDYAA294G0026109',\n",
       " 'LSVAF45E6HN109542',\n",
       " 'LSVAF45E3HN112317',\n",
       " 'LSJA16E36GG165641',\n",
       " 'LSVWR2188HN343649',\n",
       " 'LSVWY4182J2098563',\n",
       " 'LVRHDCAS4HN308977',\n",
       " 'LDC6432T9J3028222',\n",
       " 'LFV2A5BS4J4532467',\n",
       " 'LVVDB17B2JE028448',\n",
       " 'LNBMCUAH0GT141666',\n",
       " 'LSGUA8274JE008103',\n",
       " 'LSVAE45E6HN129065',\n",
       " 'LJDMAA227H0714866',\n",
       " 'LJDMAA22XH0962867',\n",
       " 'LNBSCUAH7GF031204',\n",
       " 'LBV8W3102HMG89951',\n",
       " 'LNBMCUAH1GT142163',\n",
       " 'LVRHDFAL7HN031428',\n",
       " 'LSJA24U64HS085203',\n",
       " 'LSJA24U69HS157898',\n",
       " 'LJ8B5C3D0HD161797',\n",
       " 'LS4ASE2E3GJ114343',\n",
       " 'LVRHDCAS8HN302129',\n",
       " 'LSVG546R2H2146605',\n",
       " 'LFV2A1BS5H4727142',\n",
       " 'LVVDB21B9HD188163',\n",
       " 'LFV2A1155H3090044',\n",
       " 'LSGUA8273JF110700',\n",
       " 'LSVNX4BR8HN071592',\n",
       " 'LVVDC11B6GD268140',\n",
       " 'LSGUA8478HE025672',\n",
       " 'LVXDAJBAXHS003320',\n",
       " 'LSVNX4BR4HN033955',\n",
       " 'LSVAE45E9HN135992',\n",
       " 'LJ8E3D3M9HD153433',\n",
       " 'LSVWT2182HN280887',\n",
       " 'LFV3A24G0H3036321',\n",
       " 'LMGBC1C28H1033184',\n",
       " 'LGWEF4A55HH004247',\n",
       " 'LDC6332T4J3031516',\n",
       " 'LFV2A1BS1H4720270',\n",
       " 'LSVWD2183H2180246',\n",
       " 'LHGGJ7649J8006709',\n",
       " 'LFV2A21K1J4086066',\n",
       " 'LB377K4S8HX673211',\n",
       " 'LSVAE45E6HN130670',\n",
       " 'LLNC6ACB8HA007749',\n",
       " 'LFV2A2BS5H4674576',\n",
       " 'LH16CKJ02GH011511',\n",
       " 'LSVX225N6H2043117',\n",
       " 'LSVUE60T6H2101508',\n",
       " 'LSVNV4NG1HN054732',\n",
       " 'LFV2A1BS6H4733273',\n",
       " 'LFP83ACC5H1D29517',\n",
       " 'LLNC4AAB0GA012161',\n",
       " 'LMVHEKFC1HA106032',\n",
       " 'LJDYAA293G0020141',\n",
       " 'LSJW56U63HG106747',\n",
       " 'LS5A2ABE3HA031470',\n",
       " 'LFP83ACC3H1D29614',\n",
       " 'LBEADAFC4JX330780',\n",
       " 'LB9XL44B5HALG6414',\n",
       " 'LSVCR2BMXHN011663',\n",
       " 'LJDMAA223H0379203',\n",
       " 'LSVN04BR6HN250346',\n",
       " 'LDC6432T4H3066967',\n",
       " 'LNBMCUAK1GT164949',\n",
       " 'LFV2A2BS6J4609371',\n",
       " 'LSVNZ4BRXGN264299',\n",
       " 'LFV2A1BS7H4727658',\n",
       " 'LVSHFFAL0HF573795',\n",
       " 'LNBSCUAK3HF571405',\n",
       " 'LFV2A1157H3144881',\n",
       " 'LDC661T20H3092969',\n",
       " 'LJDRAA120G0096621',\n",
       " 'LDC6332T9H3065302',\n",
       " 'LDC6332T6J3032473',\n",
       " 'LS4ASE2A8HJ118452',\n",
       " 'WBAWX3107H0B76660',\n",
       " 'LS4ASE2W6HJ114573',\n",
       " 'LVVDB11B0GD213833',\n",
       " 'LSVWR2182H2211567',\n",
       " 'LDC661T27J3001010',\n",
       " 'LJDYAA290G0032148',\n",
       " 'LSVD62A47JN037240',\n",
       " 'LS4ASE2E6HJ168138',\n",
       " 'LSJW74U66HG157366',\n",
       " '1C4RJFB89EC456286',\n",
       " 'LFV2A1BS9H4691925',\n",
       " 'LDC6432T7J3028204',\n",
       " 'LB9XL44B4HALG6422',\n",
       " 'LB9XL44B6HALG6406',\n",
       " 'LJDYAA290H0048156',\n",
       " 'LSVAT4NG4HN037718',\n",
       " 'LJDMAA222H0975743',\n",
       " 'LSGKE54H6HW328544',\n",
       " 'LFV3B28R9H3001902',\n",
       " 'LB9XL44B6HELG6706',\n",
       " 'LFV2A2BS8H4619135',\n",
       " 'LB37712Z7HC082174',\n",
       " 'LSJW74C61HZ019742',\n",
       " 'LFV2A1BS4H4718691',\n",
       " 'LJDRAA124G0114408',\n",
       " 'LSVWR2188HN343621',\n",
       " 'LFV2A1BS3H4761709',\n",
       " 'LSVAE45E3HN135597',\n",
       " 'LB9XL44B8HALG6424',\n",
       " 'LVGEN56AXJG255796',\n",
       " 'LSVAF45E3HN109188',\n",
       " 'LJDXAA145H0071160',\n",
       " 'LSVUC60T8H2107705',\n",
       " 'LFV2A1BS8H4714370',\n",
       " 'LNBSCUAK6GR817599',\n",
       " 'LGJE5FE02GM524530',\n",
       " 'LJDUAA22XH0045699',\n",
       " 'LDC633T28H3083327',\n",
       " 'LGBH52E04JY039811',\n",
       " 'LB37724ZXHX026712',\n",
       " 'LSVAP4BR2GN207910',\n",
       " 'LGG8D2D13HZ398319',\n",
       " 'LGBM4AE40HS013251',\n",
       " 'LSVCN2BM8HN033625',\n",
       " 'LSVWT4189HN272071',\n",
       " 'LBECBACB8HW001803',\n",
       " 'LMGAC1G5XH1259534',\n",
       " 'LSJA24U60HS197321',\n",
       " 'LSJA24U69HG199698',\n",
       " 'LSVNR4BR7HN274385',\n",
       " 'LFV2A1152H3039987',\n",
       " 'LE4WG4CB8JL323250',\n",
       " 'LSVAE45E9HN125737',\n",
       " 'LDC6432T8H3070729',\n",
       " 'LVSHFFAL1HF581775',\n",
       " 'LSGXE8356HD224498',\n",
       " 'LSVAF45E9HN111429',\n",
       " 'LH17CKBF0GH159275',\n",
       " 'LSVAE45E8JN012917',\n",
       " 'LH16CHAL8HH146488',\n",
       " 'LSVAE45E3HN135602',\n",
       " 'LDC661T27H3088367',\n",
       " 'LNBMDBAH7HR833195',\n",
       " 'LFV2A1BS5H4722068',\n",
       " 'LBEYCADB5HS062373',\n",
       " 'LVXCCDKA5GS079629',\n",
       " 'LNBMCUAK4HZ033352',\n",
       " 'LSVAE45E3HN131677',\n",
       " 'SALWA2VFXGA114326',\n",
       " 'LSVD56A45HN050587',\n",
       " 'LNBRCFDK9HB218342',\n",
       " 'WAUVFBF53HA019986',\n",
       " 'LSJA24U38HS076980',\n",
       " 'LSV0R6184H2124833',\n",
       " 'LFP84ACC7H1A44511',\n",
       " 'LJDTAA236G0125004',\n",
       " 'LJDMAA228H0714861',\n",
       " 'LVZA53P98GC612231',\n",
       " 'LJNMEV1K4HC101045',\n",
       " 'LJDYAA191H0018455',\n",
       " 'LSVAP4BR3GN208046',\n",
       " 'LHGGJ7640H2077228',\n",
       " 'LDC643T2XJ3027909',\n",
       " 'LSVWY4181J2098795',\n",
       " 'LSGBC534XHG081804',\n",
       " 'LE40G4KB6HL163970',\n",
       " 'LJDTAA233G0123615',\n",
       " 'LSVAE45EXJN020341',\n",
       " 'LSVAE45E6JN038710',\n",
       " 'LSVXZ65N7H2015488',\n",
       " 'LJDTAA225H0135242',\n",
       " 'LDC661T44J3005016',\n",
       " 'LJDGAA2C6H0505527',\n",
       " 'LFV3A28W4H3019071',\n",
       " 'LBEMDAFBXGZ009649',\n",
       " 'LS4ASE2E8HJ180694',\n",
       " 'LSVAE45E5JN028007',\n",
       " 'LBERCACB8GX072841',\n",
       " 'LJDMAA225H0383463',\n",
       " 'LSVUC60T5H2119147',\n",
       " 'LS5A2ABE8HA007309',\n",
       " 'LSVWD2187HN391335',\n",
       " 'LSVAF45E5HN116790',\n",
       " 'LFV2A2BS3J4534726',\n",
       " 'LNBSCUAH9GF547175',\n",
       " 'LB37742S5HC022477',\n",
       " 'LSVX225N9H2037019',\n",
       " 'LDC6432T5J3028217',\n",
       " 'LS5A3ABEXHD055602',\n",
       " 'LNBSCUAH5GF034781',\n",
       " 'LDCA13245G2537007',\n",
       " 'LSVAE45E8HN131724',\n",
       " 'LSVAT4NG3HN029836',\n",
       " 'LDC633T43J3022409',\n",
       " 'LJDUAA240H0048998',\n",
       " 'LBEGCBEB7GX218155',\n",
       " 'LNBSCUAKXGF574297',\n",
       " 'LJDDAA2C3H0675105',\n",
       " 'LSVUC60T3H2144998',\n",
       " 'LFV3B28R4H3029106',\n",
       " 'LSGUA8275HE039306',\n",
       " 'LSVWY4182HN244162',\n",
       " 'LSVFY4BR4HN025324',\n",
       " 'LGBH52E26JY644527',\n",
       " 'LFV2A11K8H4304363',\n",
       " 'LVVDC11BXHD019387',\n",
       " 'LFV2A21K2J4059409',\n",
       " 'LS5A2DEW5HJ100021',\n",
       " 'LSVAE45E9HN129383',\n",
       " 'LSVAE45E8HN126197',\n",
       " 'LGBH52E06JY650102',\n",
       " 'LSJA24U68HS140316',\n",
       " 'LBEMDAFC9HZ070842',\n",
       " 'LE4WF4CB8HL268764',\n",
       " 'LSVG446R1H2071267',\n",
       " 'LFV2A1BS4H4717119',\n",
       " 'LSVWR2183HN383637',\n",
       " 'LSJA24U60HG174155',\n",
       " 'LSVAF45E0HN113733',\n",
       " 'LVXDAJBAXGS073902',\n",
       " 'LSVAF45E2HN136267',\n",
       " 'LS5A2AGE9HA001625',\n",
       " 'LFV3B28R2H3030724',\n",
       " 'LVVDC21B4HD020573',\n",
       " 'LFV2A1BS5H4683711',\n",
       " 'LFV2A1BS0H4717098',\n",
       " 'LVVDB11B0HD059223',\n",
       " 'LFV3A23C6H3037312',\n",
       " 'LSVNA4183HN025324',\n",
       " 'LE4ZG4CB0HL064258',\n",
       " 'LH17CKBF1GH162363',\n",
       " 'LSVAP4BRXGN206441',\n",
       " 'LSVAE45E9JN015440',\n",
       " 'LSJA16U38HG276288',\n",
       " 'LSVNX4BR8HN062200',\n",
       " 'LSVCR2BM6GN145133',\n",
       " 'LVSHCFMB2HE250933',\n",
       " 'LGBL4AE05HD176538',\n",
       " 'LVZA53P99HC222367',\n",
       " 'LSGBC5352HG132544',\n",
       " 'LBEYCADB2HS046969',\n",
       " 'LFV2A1BS9H4718993',\n",
       " 'LB377K4S7HX673197',\n",
       " 'LJDYAA293G0019619',\n",
       " 'LSVAF45E0HN110024',\n",
       " 'LFV3A23C0H3071939',\n",
       " 'LSJW74U63HG226207',\n",
       " 'LSJA24U61HG039900',\n",
       " 'LS5A3AHE3HA403345',\n",
       " 'LDC6332T2H3067389',\n",
       " 'LFV2A1BSXH4721921',\n",
       " 'LFV3A23C9H3013845',\n",
       " 'LSVCB2NP4HN016464',\n",
       " 'LVVDC11B3HD080497',\n",
       " 'LE4WG4CB0HL284504',\n",
       " 'LSVWD418XHN391258',\n",
       " 'LJDYAA294H0060469',\n",
       " 'LZZPCL3D7HJ093157',\n",
       " 'LSJA24U67HS135950',\n",
       " 'LNBMCUAK9HT170015',\n",
       " 'LSGUA827XJE013628',\n",
       " 'LFMAY86C2H0039551',\n",
       " 'LSVX265N4H2033239',\n",
       " 'LSVUE60T5H2203074',\n",
       " 'LFV2B25G3H5014308',\n",
       " 'LDC661T37H3085235',\n",
       " 'LVRHDFAL5HN044775',\n",
       " 'LGJE14E21JM646269',\n",
       " 'LJDMAA224H0975758',\n",
       " 'LZZPCL3D0HJ093470',\n",
       " 'LFV2A28V4H5027288',\n",
       " 'LSVWT4180HN229349',\n",
       " 'LSVWR2186HN227463',\n",
       " 'LMGAC1G55H1157221',\n",
       " 'LBVHZ1104HMJ89105',\n",
       " 'LSVNY4BR5HN157343',\n",
       " 'LJDMAA227H0379608',\n",
       " 'LLNC6ACB4HA002421',\n",
       " 'LFV2A1152H3003538',\n",
       " 'LSGXE83LXHD314672',\n",
       " 'LSVWR2185HN247784',\n",
       " 'LSJA24W60HS105587',\n",
       " 'LSVAR4NG1HN047959',\n",
       " 'LVSHFFAC3GF555788',\n",
       " 'LSVNY4BR2JN099410',\n",
       " 'LFV2A5BS7H4616938',\n",
       " 'LBETLBFC2HY278538',\n",
       " 'LVSHJCALXHE327291',\n",
       " 'LB37742S3HA012106',\n",
       " 'LSGUA8278JF110837',\n",
       " 'LFV3A28W2H3035835',\n",
       " 'LE4TG4DB5HL136303',\n",
       " 'LJ8E3D3M0HD153224',\n",
       " 'LVGCJE237HG225465',\n",
       " 'LSVCJ2BM1JN011192',\n",
       " 'LSVNY4BR2JN080338',\n",
       " 'LB9XL44B1HELG6872',\n",
       " 'LFV3A23C5H3506647',\n",
       " 'LJDYAA298H0059857',\n",
       " 'LSVUE60T2H2122775',\n",
       " 'LSJA16E31HG197799',\n",
       " 'LBETLBFC6HY285248',\n",
       " 'LSJA24U67HS193220',\n",
       " 'LDC661T41J3014191',\n",
       " 'LFV2A2BS3J4609344',\n",
       " 'LSVNV4NG8HN064528',\n",
       " 'LSVAF45E8HN109185',\n",
       " 'LFV3A23C1H3081847',\n",
       " 'LJ12EKR28H4009734',\n",
       " 'LSVAE45E6HN134377',\n",
       " 'JN8BY2NY1J9117115',\n",
       " 'LBVHZ1109JMK19737',\n",
       " 'LDC6332TXH3067396',\n",
       " 'LH17CKBF9GH159193',\n",
       " 'LNBMCUAK3GT161423',\n",
       " 'LWVEAFM86HB049749',\n",
       " 'LFV3B28R5G3122277',\n",
       " 'LSVAF45E9HN109289',\n",
       " 'LZWADAGA6HE471319',\n",
       " 'LDC633T28H3083540',\n",
       " 'LFV2A5BS0J4575073',\n",
       " 'LSVX265N8G2196930',\n",
       " 'LSVAE45E5HN135388',\n",
       " 'LFV2A1BS7H4721715',\n",
       " 'LSVNY4BRXJN099364',\n",
       " 'LB37814Z0HH109955',\n",
       " 'SADCA2BX0JA267736',\n",
       " 'LJDYAA198H0001572',\n",
       " 'LSVD76A42HN078647',\n",
       " 'LMGJS3G85H1001849',\n",
       " 'LMVHEKFC3HA125357',\n",
       " 'LYVFD40A9HB149410',\n",
       " 'LFV2B28U7G3087323',\n",
       " 'LSJA24U3XHS059629',\n",
       " 'LSVCJ2BMXHN049238',\n",
       " 'LNBMCUAK5HT170092',\n",
       " 'LB9XL44B2HALG6466',\n",
       " 'LB9XL44B8HELG6982',\n",
       " 'LFMG1E724JS056414',\n",
       " 'L6T7742Z9HN467141',\n",
       " 'LJDMAA222H0717996',\n",
       " 'LS4ASE2EXHJ114728',\n",
       " 'LJNTGUCS9HN903057',\n",
       " 'LSVXJ45L9G2027859',\n",
       " 'LSVNU4NG9HN058398',\n",
       " 'LGWEF7A70HH284131',\n",
       " 'LSVD62A45JN037575',\n",
       " 'LB377K4S8HX673208',\n",
       " 'LS5A3DEE2HA422751',\n",
       " 'WDD1J4CB0HF022374',\n",
       " 'LGBH52E07HY372028',\n",
       " 'LVGBP87E2HG023736',\n",
       " 'LVGBM51K2HG699190',\n",
       " 'LSGAR55L0FH000606',\n",
       " 'LSVCN2BM7HN025290',\n",
       " 'LWVAB1523GA166573',\n",
       " 'LSVCJ2BM5JN012801',\n",
       " 'LJ8F2C5D0GB032069',\n",
       " 'LS5A2AB83HB353949',\n",
       " 'LJDYAA295H0040148',\n",
       " 'LSVAE45E5JN047107',\n",
       " 'LS5A3AHE8HA414874',\n",
       " 'LSGUA8272JF103317',\n",
       " 'LMVHEKFC7HA115494',\n",
       " 'LBETLBFC2HY280189',\n",
       " 'LDC633T24J3028153',\n",
       " 'LB9XL44B1HELG6709',\n",
       " 'LDC661T4XJ3015372',\n",
       " 'LSVWT2189HN246865',\n",
       " 'LFV2A2BS2H4675801',\n",
       " 'LSVCB2NP6HN012125',\n",
       " 'LSVD97A41FN210326',\n",
       " 'LJDYAA295H0042935',\n",
       " 'LJ8E3D3M4HD153193',\n",
       " 'LE4WG4CB6JL310299',\n",
       " 'LSVNY4BR5HN161263',\n",
       " 'LB37712Z4HC070886',\n",
       " 'LDC6432T5J3030811',\n",
       " 'LB37844Z3HH219867',\n",
       " 'LNBSCUAH0GF567752',\n",
       " 'LZZPCL3D1HJ093154',\n",
       " 'LDC661T24J3001806',\n",
       " 'LSJA24U68HG199868',\n",
       " 'LSVNX4BR1HN045173',\n",
       " 'LFV2A1BS6H4683426',\n",
       " 'LFV2A1158H3638117',\n",
       " 'LDC6332T2H3066372',\n",
       " 'LHGGJ7649J8006662',\n",
       " 'LSVNR4BR6HN088062',\n",
       " 'LSVNR4BR2HN211453',\n",
       " 'LSGUL83L2HA136508',\n",
       " 'LSVNA4180H2213039',\n",
       " 'LFV2A1BS6H4726338',\n",
       " 'LDC661T31H3072125',\n",
       " 'LNBMDBAH6HR864213',\n",
       " 'LB9XL44B3HELG6971',\n",
       " 'LDC643T24J3026562',\n",
       " 'LDC661T23J3032979',\n",
       " 'LSVAE45E2JN025517',\n",
       " 'LBV8A1400HMJ61689',\n",
       " 'LSV2B7CA5HN013676',\n",
       " 'LB9XL44B7HALG6480',\n",
       " 'LDC6432T6J3031191',\n",
       " 'LJ8B5C3D8HD152863',\n",
       " 'LVSHCAAL6HE122291',\n",
       " 'LFV2A1BS5H4717212',\n",
       " 'LFV2A21K5J4086345',\n",
       " 'LE4ZG4JB5JL141926',\n",
       " 'LSVNV4NG9HN063226',\n",
       " 'LSVNF45E2JN043627',\n",
       " 'LVSHFFML6HS296105',\n",
       " 'LJDUAA246H0059374',\n",
       " 'LBV8W1104HMK29675',\n",
       " 'LSGKE54H4HW395580',\n",
       " 'LSVD78A4XGN117995',\n",
       " 'LSVAE45E0HN133340',\n",
       " 'LJDUAA241H0049917',\n",
       " 'LDC6332T5H3064941',\n",
       " 'LDC6332T3H3067434',\n",
       " 'LVTDB11B9GB068327',\n",
       " 'LSYKFAAA4GG268376',\n",
       " 'LFV2A1152H3144917',\n",
       " 'LFV2A1BS4H4717248',\n",
       " 'LGBH52E08JY662008',\n",
       " 'LFMGTE723HS041729',\n",
       " 'LSVNA4181HN034815',\n",
       " 'LWVEA3066HB015734',\n",
       " 'LB37712S0HA025958',\n",
       " 'LB9XL44B8HALG6455',\n",
       " 'LBEGCBFC0HX251717',\n",
       " 'LSJA16E33HG014001',\n",
       " 'LSVNY2BR5HN051351',\n",
       " 'LSGZJ5358HH200960',\n",
       " 'LSJA16E36HG096824',\n",
       " 'LFV3A24G5H3009440',\n",
       " 'LB9XL44B9HALG6402',\n",
       " 'LSVXZ65N4H2010653',\n",
       " 'LBECFAFB1HZ530976',\n",
       " 'LDC983T46H1062651',\n",
       " 'LFV2A1BS6H4610587',\n",
       " 'LSVX225N2G2213343',\n",
       " 'LSVG226R5H2042543',\n",
       " 'LSVAE45E8HN134543',\n",
       " 'LWVCAE786HA173345',\n",
       " 'LBETLBFC6HY245767',\n",
       " 'LSVAE45E7HN136929',\n",
       " 'LSVAE45E2JN039532',\n",
       " 'L6T7824Z5HN206930',\n",
       " 'LSVXZ65N8G2189441',\n",
       " 'LFV2A1BSXH4713639',\n",
       " 'LDC633T24J3010056',\n",
       " 'LSVWR2183HN346460',\n",
       " 'LDC661T2XJ3003253',\n",
       " 'LJNMEV1KXHC102684',\n",
       " 'LWVAB1522GA162367',\n",
       " 'LDC661T26J3032426',\n",
       " 'LDC6332T7H3064925',\n",
       " 'LDC6432T3J3006605',\n",
       " 'L6T7824Z0HN029851',\n",
       " 'LVSHFFAL2HS270850',\n",
       " 'LSVNA4182H2025610',\n",
       " 'LS5A2ABE6HA035609',\n",
       " 'LSVNA4185HN010940',\n",
       " 'LSVAE45E4HN135768',\n",
       " 'LBV8W3101JMK55832',\n",
       " 'LSVAE45E1HN128812',\n",
       " 'LGBH52E02HY568846',\n",
       " 'LSVAP4BR8GN206552',\n",
       " 'LSJA16E37HG035711',\n",
       " 'LSVAE45E4HN134152',\n",
       " '5LMCJ3CN6HUL01114',\n",
       " 'LBELMBKC8HY767609',\n",
       " 'LS5A3DHE4HA403971',\n",
       " 'LSVD62A48JN037635',\n",
       " 'L2CBB3BX6HG206043',\n",
       " 'LFV5A24G0H3012884',\n",
       " 'LDC633T29H3086043',\n",
       " 'LSVAF45E6HN116734',\n",
       " 'LSVAE45E9HN134941',\n",
       " 'LDC6332T2H3067408',\n",
       " 'LSVAF45E8HN131624',\n",
       " 'LSVWB4188JN295477',\n",
       " 'LJDYAA298G0022628',\n",
       " 'LSVAR4BR4HU805692',\n",
       " 'LSVAE45E0JN014063',\n",
       " 'LZZPCL3D4HJ093472',\n",
       " 'LFV2A1BS5H4685183',\n",
       " 'LBETLBFC0HY232674',\n",
       " 'LDC6432T7H3066882',\n",
       " 'LDC6432T6H3073046',\n",
       " 'LFP83ACC9G1D97544',\n",
       " 'LSVCN2BM6HN011400',\n",
       " 'LSGXE8354HD329492',\n",
       " 'LMVHEKFD1HA100157',\n",
       " 'LSJA16E38HG081614',\n",
       " 'LSVNY2BR8HN072601',\n",
       " 'LJDUAA241H0048783',\n",
       " 'LVSHKAAU7HF657328',\n",
       " 'LB9XL44B5HALG6476',\n",
       " 'LBEGCBEB7GX198182',\n",
       " 'LSVAF45E5HN109774',\n",
       " 'LVRHDFAC0GN567233',\n",
       " 'WDDLJ3GB1HA204756',\n",
       " 'LGBH52E21JY634732',\n",
       " 'LB9XL44B3HALG6458',\n",
       " 'LS5A3AHE5HA413116',\n",
       " 'LBVHZ1105HMK00886',\n",
       " 'LSVAE45E5HN136007',\n",
       " 'LDC633T23J3001767',\n",
       " 'LVRHDFAL3HN027487',\n",
       " 'LFV2A1BS5H4717257',\n",
       " 'LFV2A1BS8H4609795',\n",
       " 'LFP83ACC4H1D29329',\n",
       " 'LSVD76A44HN022905',\n",
       " 'LSVAF45E0HN126109',\n",
       " 'LJDMAA220H0954941',\n",
       " 'LVSHJCAL1GE858569',\n",
       " 'LNBMCUAK7GT159514',\n",
       " 'LB37814S7HH071403',\n",
       " 'LS4ASE2W2GJ177023',\n",
       " 'LSVNA4182H2055769',\n",
       " 'LNBSCUAH6HF588655',\n",
       " 'LJ8E3D3M1HD153555',\n",
       " 'LSVAF45E6HN109153',\n",
       " 'LVHFC1667H6025773',\n",
       " 'LVSHKAAU7HF653165',\n",
       " 'L6T7722S0HN019362',\n",
       " 'LWVAB1522GA172994',\n",
       " 'LFV2A2BS1J4533333',\n",
       " 'LSJA24U63HS041922',\n",
       " 'LVVDB11B7HE004861',\n",
       " 'LSVCR6BM0HN015227',\n",
       " 'LSVAE45E8HN123199',\n",
       " 'LFV2A2BS5H4669720',\n",
       " 'LJDXAA124H0073335',\n",
       " 'LSVAE45EXHN125696',\n",
       " 'LJ12EKR29G4913364',\n",
       " 'LGBF5AE03HR246471',\n",
       " 'LVGBM51K3HG733332',\n",
       " 'LGBL4AE04HD305479',\n",
       " 'LDC6432T2J3028580',\n",
       " 'LJDMAA222H0373750',\n",
       " 'LSVAE45E2JN047243',\n",
       " 'LVVDB11B6GE039518',\n",
       " 'LSJA24U6XHS052822',\n",
       " 'LUXG92S09FB009798',\n",
       " 'LSJW56C66HG112964',\n",
       " 'LSVNV4NG3JN021334',\n",
       " 'LJDTAA235H0133239',\n",
       " 'LS5A3DDE8HA000730',\n",
       " 'LSV2C7CA7HN057563',\n",
       " 'LSVXZ65N9H2034950',\n",
       " 'LNBMCUAK1GZ029211',\n",
       " 'LDNM4GFT6G0099419',\n",
       " 'LSGUA8279HE050423',\n",
       " 'LDC6432T8J3025795',\n",
       " 'LVRHDFAL0HN046112',\n",
       " 'LM6AFAAH4HX041407',\n",
       " 'LVRHDCAC0HN243845',\n",
       " 'LDC661T27H3086750',\n",
       " 'LBECFAHB6HZ546569',\n",
       " 'LFV3B28R8H3034826',\n",
       " 'LFV3A28W6H3000926',\n",
       " 'LDC6432T7H3066980',\n",
       " 'LSVNR4NGXHN065877',\n",
       " 'LGBH52E20JY612723',\n",
       " 'LS4ASE2E5HJ163528',\n",
       " 'LMVAFLEC5GA019206',\n",
       " 'LGBF5AE01HR340137',\n",
       " 'LJDTAA233G0120665',\n",
       " 'LS4ASE2E0HJ126838',\n",
       " 'LVGBR74K3JG030988',\n",
       " 'LFP83APC1H1D39665',\n",
       " 'LSVD76A41HN094077',\n",
       " 'LDC633T28H3083487',\n",
       " 'LGBM4AE47HS033092',\n",
       " 'LSVNR4BR9HN212678',\n",
       " 'LB37742Z2HB066715',\n",
       " 'LS4ASE2E3HJ106714',\n",
       " 'LNBMCUAK9GT165119',\n",
       " 'LDC661T24H3087371',\n",
       " 'LSVNY4BR0HN136139',\n",
       " 'YV1PZ10D8H1001667',\n",
       " 'LJDMAA225H0954188',\n",
       " 'LSVNP4BR8HN013062',\n",
       " 'LSVAF45E7HN116757',\n",
       " 'LSVGY6182H2035781',\n",
       " 'LB37724S3HX692491',\n",
       " 'LWVAB1527GA165460',\n",
       " 'LDC661T20H3090946',\n",
       " 'JTHBA1D28H5056918',\n",
       " 'LS5A3AHE8HA403891',\n",
       " 'LFV3A23C5G3555197',\n",
       " 'WVGAP97PXFD012869',\n",
       " 'LDC6432T1J3025816',\n",
       " 'LS4ASE2E8HJ174622',\n",
       " 'LFV2A21K8J4086081',\n",
       " 'LVSHFFAL5HS259843',\n",
       " 'LSJA24U62HS144636',\n",
       " 'LS5A3ADE3HA031852',\n",
       " 'LDC6432T5H3079291',\n",
       " 'LBELFAFC9HY084753',\n",
       " 'LSGUA8270JF101792',\n",
       " 'LVSHJCAL5HE267050',\n",
       " 'LSJA24U69HS029922',\n",
       " 'LSVAE45E6HN125789',\n",
       " 'LFV2A1BSXH4721904',\n",
       " 'LVSHFFML4HS379533',\n",
       " 'LDC6332T5H3067046',\n",
       " 'LFV2A2BS7J4534678',\n",
       " 'LB9XL44B1HELG6905',\n",
       " 'LDC671T2XG3763866',\n",
       " 'LE4WG4CB1HL254377',\n",
       " 'LSVNR4BR4JN084243',\n",
       " 'LSVAE45E9HN124653',\n",
       " 'LSVCR2BM7GN148168',\n",
       " 'LJDZAA141H0003916',\n",
       " 'LFV2A2154G3212669',\n",
       " 'LJDYAA295H0067382',\n",
       " 'LJDYAA29XH0077597',\n",
       " 'LNBMCUAK2GT161297',\n",
       " 'LHMB4DGN9HA011772',\n",
       " 'LNBMCUAK2GT165107',\n",
       " 'LGBH52E07JY638167',\n",
       " 'LSVNY4BR7HN030254',\n",
       " 'LVSHCADBXHR023078',\n",
       " 'LNBSCUAK4GR819366',\n",
       " 'LVFAA2AD2HK004969',\n",
       " 'LFV2A1BS8H4717320',\n",
       " 'LGWEF6A50JH512918',\n",
       " 'LB37814Z0HH093501',\n",
       " 'LFV2A115XH3609394',\n",
       " 'LFV2A21K3H4119868',\n",
       " 'LSVNX4BR0HN225275',\n",
       " ...]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "3735"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 开发组织\n",
    "df_total_del_0 = df_xyt_ogztion['vin'].to_list()\n",
    "df_total_del_0 = list(set(df_total_del_0))\n",
    "display(df_total_del_0,len(df_total_del_0))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 100,
   "metadata": {
    "collapsed": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['',\n",
       " '00000000000033818',\n",
       " 'LBV5S3100FSK34096',\n",
       " 'LGAX4B354B1035365',\n",
       " '00000000000296575',\n",
       " 'LS4ASG2E6KG180838',\n",
       " 'LHGRY1855M2002414',\n",
       " '00000033962297746',\n",
       " 'WAUAMD4L6FD027190',\n",
       " '000000000EG053464',\n",
       " 'LHGRY1851M2000305',\n",
       " 'LGXC16CF4G0154978',\n",
       " 'LHGFS1659M2012726',\n",
       " 'LFNKRXSP5KFA01979',\n",
       " 'LGFB4GB678F475829',\n",
       " 'LFNFVXSX2KAB05629',\n",
       " '00000000000A27916',\n",
       " 'LBEMDAFB4HZ140108',\n",
       " 'LFV2A1BS6H4685094',\n",
       " 'LNBMDBAH9GR815439',\n",
       " 'LS4ASG2E0LG185986',\n",
       " '00000000000019950',\n",
       " 'LHGFS1657M2025183',\n",
       " 'LBEEFAGA5DX329263',\n",
       " '33333333333333333',\n",
       " 'LZFH16L447D004568',\n",
       " '00000000000042227',\n",
       " 'LGAGLMYM892009600',\n",
       " 'LZZACL3D2KC268139',\n",
       " 'LZFF25N47DD253843',\n",
       " 'LZWADAGA0JE065204',\n",
       " 'LBE2DAFB9KZ116336',\n",
       " 'LMGKT1L56L1074268',\n",
       " 'LHGCR1624H2001885',\n",
       " 'LDC953T29E1985385',\n",
       " 'LXUG4NY34L4061444',\n",
       " 'LMWHT1G57L1043734',\n",
       " 'LSVAR4BR5KU801495',\n",
       " 'LC0C14DF7E1054564',\n",
       " 'LHGCV1669M8011298',\n",
       " 'LSCBBN3D6EG260048',\n",
       " 'LGDCP91G1LA120137',\n",
       " '000000000BB016926',\n",
       " 'LSYYDBCF1EC037390',\n",
       " 'LVGB4B9E2KG023228',\n",
       " '000000000CP218036',\n",
       " 'LMGAT1G84L3017104',\n",
       " '32111111112222111',\n",
       " 'LGAX5DF52A3039938',\n",
       " '000000000ED853624',\n",
       " 'LS4AAB2R7HE772214',\n",
       " 'LSVT91330DN520297',\n",
       " 'LXUG4NY3XK4063701',\n",
       " 'MMFWW3400GY907212',\n",
       " '000000000D0209150',\n",
       " 'WBCCB6DE4EA176349',\n",
       " 'LSVAR4BR1KU806385',\n",
       " 'LS4A5B3R0CA855365',\n",
       " 'LSVWD2189HN410578',\n",
       " 'LFV2A115XD3204520',\n",
       " 'CMGD04423613150',\n",
       " '000000000DB045586',\n",
       " 'LZZ5ELNFXAA437733',\n",
       " 'LGWFG6A67EH002839',\n",
       " 'LGAG4DY34H8032825',\n",
       " '000000000DJ115362',\n",
       " 'LZFF25N42CD249570',\n",
       " 'LVVDC11B2JD100065',\n",
       " 'LGWEFEA58EF195983',\n",
       " 'LBEMDAFC8HZ121067',\n",
       " 'LNAA2AA16K5030841',\n",
       " 'LFV2A5BSXJ4702900',\n",
       " 'LGAX5DF44D3008704',\n",
       " 'LSGUA8275HE005270',\n",
       " '000000000DSF15506',\n",
       " 'LSJW54U60KG147848',\n",
       " 'LSVAT4BR6JU811338',\n",
       " 'LFV2A11G093912056',\n",
       " 'LGB652E04LS018289',\n",
       " 'WDCDA7EB1EA305794',\n",
       " 'LFP83ACEXG1D68510',\n",
       " 'LHGFS165XL2078698',\n",
       " '000000000BE045228',\n",
       " '000000000EAC06790',\n",
       " 'LGAX3B121J1036791',\n",
       " 'LNAA3AA17L5415176',\n",
       " 'LSVAE45E7JN040868',\n",
       " '00000000000033612',\n",
       " 'WBAFG2105E0G81988',\n",
       " 'LHGGR9849M8049064',\n",
       " '000000000D1509114',\n",
       " 'LMWDT1G87M1067462',\n",
       " 'LNAA2AA19L5040040',\n",
       " 'LJDMAA224K0053546',\n",
       " 'LNAA3AA19L5423229',\n",
       " 'LMGAT1G51L1093557',\n",
       " 'LVTDB14B8EC035399',\n",
       " 'LSGPC54R0EF106551',\n",
       " 'LBEMDAEC2FZ567083',\n",
       " 'LDC973Y41F2374766',\n",
       " 'LFNAFUKM2G1E31076',\n",
       " 'LSVCZ2A40FN020029',\n",
       " 'LS5A3AJC2JD002852',\n",
       " 'LS4ASG2E2KG180822',\n",
       " '000000000DA114386',\n",
       " 'LDC643T25J3064043',\n",
       " 'LSYAFAAP4EG236508',\n",
       " 'LZFF25M41BD223154',\n",
       " 'LS4ASG2E7LG143234',\n",
       " 'LFNAHULM8H1E86299',\n",
       " '00000000000092129',\n",
       " 'LSYYBBCB2HC052083',\n",
       " 'LMGMU1G87M1050802',\n",
       " '000000000EF098186',\n",
       " 'LFV2A21K5E4058728',\n",
       " 'LGAX5D652H0165440',\n",
       " 'LMGKT1L54L1057176',\n",
       " 'LMGMU1G56M1048691',\n",
       " 'LFV2A5BS1J4642795',\n",
       " 'LNBSCC3H2JF331845',\n",
       " 'LNAA3AA16M5430009',\n",
       " 'LBE2DAFB7KZ107568',\n",
       " 'LS4ASG2E2LG150169',\n",
       " 'LJ11KBBC8G8518124',\n",
       " 'LNAA2AA20L5041327',\n",
       " 'LZ5N2CD39AB021801',\n",
       " 'LHGRY1821M2039708',\n",
       " 'LMXA12AG4LZ380656',\n",
       " 'LS4ASB3R1FF027686',\n",
       " 'LMVHEKFD2GA149561',\n",
       " 'LSVWY4182KN247005',\n",
       " 'LJNTGU2G8BN080223',\n",
       " 'LFP83ACE4H1D26299',\n",
       " '000000000GY093252',\n",
       " 'LBELMBKC7EY544635',\n",
       " '000000000DE455800',\n",
       " 'WDDUG6CB5GA211105',\n",
       " 'LVM6A1G19HB059988',\n",
       " 'LMGAT135XL1141868',\n",
       " '000000000ESH72124',\n",
       " 'LNAA3AA12M5430685',\n",
       " '000000000DLA60224',\n",
       " 'LMGBC1C80J1050992',\n",
       " 'LE4WF4CB7HL280016',\n",
       " 'LFNKRXNP5B1E37059',\n",
       " 'LFV2A5BS0J4652430',\n",
       " 'LJDMAA225J0038410',\n",
       " '000000000D0217540',\n",
       " 'LMWHT1G56M1058095',\n",
       " 'LMGAT1G54M1183013',\n",
       " 'LFV6A24G0H3013182',\n",
       " 'LMGAB1L80L1002670',\n",
       " '00000000000503701',\n",
       " 'LZZ5EXSF7AN473772',\n",
       " 'LDCC132T1G1442871',\n",
       " 'LZWADAGA8LE069827',\n",
       " 'LSVNV4NG7HN064536',\n",
       " 'LFWSRXSJ9HAB01127',\n",
       " 'LBE2DAFB9KZ113209',\n",
       " 'LZWACAGA2EA074177',\n",
       " 'LGXC16AF1D0192148',\n",
       " 'LMGMU1G82M1050044',\n",
       " 'LS5A2AB87JB325710',\n",
       " 'LSYYDACF1EC044544',\n",
       " 'LFWSRXRH5C1F28996',\n",
       " 'JTEBX3FJ6EK176628',\n",
       " 'LGXC16CF5E0013866',\n",
       " 'WBAKR0102F0J33104',\n",
       " 'LHMB4DKN2HA003830',\n",
       " 'LJDMAA220J0037794',\n",
       " 'LFP8C7PC8K1D56537',\n",
       " 'LBEMDAFC0FZ683347',\n",
       " 'LNAA2AA18L5036352',\n",
       " 'LL66HBB05LB046634',\n",
       " '000000000DN065050',\n",
       " 'LBE2DAFB0KZ123935',\n",
       " 'LFV2A1159E3161189',\n",
       " 'LFV2A11KXG4242544',\n",
       " 'LJDJAA141F0344002',\n",
       " '0LGG4DY33EL928659',\n",
       " 'LFNFVUMX9F1E82024',\n",
       " 'LGAX5DF51LT027458',\n",
       " 'LGAX5D657J3003369',\n",
       " 'LFP8C7CC1K1G22020',\n",
       " 'LMGKT1L51L1060889',\n",
       " 'LFV2A1BS3G4616572',\n",
       " 'LS5A2AGE5JD010570',\n",
       " 'LS6A2E0E9KA004206',\n",
       " 'LZWACAGAXE7149432',\n",
       " 'LGAX5CF48H1004196',\n",
       " 'LGGR5CF47HL424003',\n",
       " 'LGBG22E26CY502167',\n",
       " 'LSVWY2187KN239048',\n",
       " 'LZGJLGT42GX050363',\n",
       " 'LFP83ACC9G1D98158',\n",
       " 'LS4AAB3D9CA112775',\n",
       " 'LDC643T20J3064435',\n",
       " '00000000000067639',\n",
       " 'LJDGAA2C9H0504999',\n",
       " '000000000A0123178',\n",
       " 'LMGAT1383K1057836',\n",
       " '00000000000010485',\n",
       " 'LMWDT1G83J1009621',\n",
       " 'LSJFJS2JDJS8JD3A8',\n",
       " 'LFP83ACC6K1D43515',\n",
       " 'LGAX2A130D1011309',\n",
       " '00000000000783492',\n",
       " 'JTEJU9FJ0F5067556',\n",
       " 'LFNAFRJM6C1F27818',\n",
       " 'LNAA2AA14L5040057',\n",
       " 'JTEBX3FJXGK249096',\n",
       " '00000000003207112',\n",
       " 'LBETLBFC4GY180271',\n",
       " '00000000001093659',\n",
       " 'LZZ1BXSD6JN388847',\n",
       " 'LMGAT1G54L1149877',\n",
       " 'LSJLP83X4EF238927',\n",
       " 'LMGAT1G59L1097579',\n",
       " 'LBEYCACB8HS064698',\n",
       " 'LFWSRXSJ1GAB01251',\n",
       " 'LJDMAA220G0325792',\n",
       " 'LJ11R4EF0F3202404',\n",
       " 'LJVA4JDL1HS000974',\n",
       " 'LDC6332T9G3012324',\n",
       " 'LMWHT1C51L1030970',\n",
       " 'LJ11R4EG9J3507191',\n",
       " 'LJDJAA146F0364052',\n",
       " '000000000D0253589',\n",
       " 'LMGBC1C89J1051624',\n",
       " 'LNAA2AA13K5029484',\n",
       " 'LSVX225N9G2239647',\n",
       " 'LMGAB1L85M1004447',\n",
       " 'LNAA3AA16L5420322',\n",
       " 'LBV3M4102EMB04982',\n",
       " 'LDC633T39E3162221',\n",
       " '000000000ELA06879',\n",
       " 'LMGMU1G54M1053212',\n",
       " 'LGG782D14EZ137082',\n",
       " 'LMGKT1L56L1075551',\n",
       " 'LSVT91335AN065197',\n",
       " '000000000DN052140',\n",
       " 'LFPH4ACE0K1A23783',\n",
       " 'LZWADAGA5FB692991',\n",
       " 'LMWHT1G57L1031275',\n",
       " 'LFNMVXSXXJFA09384',\n",
       " 'LNAA2AA16K5019533',\n",
       " 'LUXC71H02EB022333',\n",
       " 'LMGKT1L87L1074810',\n",
       " 'LRDS6PEB6LT097630',\n",
       " 'LVGBR74K6JG017720',\n",
       " 'LDC6332T8G3014033',\n",
       " 'LSV5K8CA6LN565554',\n",
       " 'LBEEFAGAXDX332319',\n",
       " 'LBV5S1103GSL70732',\n",
       " 'LMGAT1G87L1158034',\n",
       " 'LMGMU1G23M1048802',\n",
       " 'LZWADAGA2JE065737',\n",
       " 'LB37724S5GX117890',\n",
       " 'LFNFVUMX2B1F39044',\n",
       " 'SALWA2VF0EA312488',\n",
       " 'LSVFB6AW5L2042843',\n",
       " 'LFV2A2BS3H4684104',\n",
       " '00000000000C62184',\n",
       " '4JGDF7CE0DA242508',\n",
       " 'LSVAF40C9LN024547',\n",
       " '000000000EX617666',\n",
       " 'LDC633T22J3029687',\n",
       " 'LC0C14DG0E1081209',\n",
       " 'LGAXLM6X773008958',\n",
       " 'LFP8C7CC5K1G22876',\n",
       " 'LMGBT1G2XL3013154',\n",
       " 'LS4AAB3RXFG137066',\n",
       " 'LGGR5CF4XEL911417',\n",
       " 'LMGMU1G52M1059624',\n",
       " 'LZZ5ELSE2DA778902',\n",
       " 'LZZ1ELSF7KM423355',\n",
       " '00000000003042302',\n",
       " '000000000BX014320',\n",
       " '0000000000DS06743',\n",
       " 'LJDYAA294G0026109',\n",
       " 'LBVUG7105GME59743',\n",
       " 'LHGFS1651L2091436',\n",
       " 'LGBH12E07AY140904',\n",
       " '3GYFN9L55LS683604',\n",
       " 'JTEBX3FJ1F5084844',\n",
       " 'LFV3A28K1G3513111',\n",
       " '000000000D0063668',\n",
       " 'LFNFVUMX2E1E23430',\n",
       " '000000000BL276856',\n",
       " 'LGAX5D652A3036344',\n",
       " 'LHGCR162XJ2034427',\n",
       " 'JTEBX9FJ3G5097275',\n",
       " 'LS4ASB3R3D4654285',\n",
       " '000000000D3010978',\n",
       " 'LSVNA4188H2121189',\n",
       " 'H0566811231234567',\n",
       " 'LGAX5D651B3042296',\n",
       " '000000000D4721169',\n",
       " 'LHGCV1640M9026412',\n",
       " 'LN86GABF3HB024931',\n",
       " 'LMGAC1G85K1533322',\n",
       " 'LMWDT1G82M1070298',\n",
       " 'LJ12EKR23F4793821',\n",
       " '00000000000129805',\n",
       " 'LSVAR4BR5KU802579',\n",
       " 'LFP83ACC9H1D11103',\n",
       " 'LNAA3AA16M5440099',\n",
       " 'LNAA3AA18L5415428',\n",
       " 'LMWHT1G52M1049894',\n",
       " '000000007CC031191',\n",
       " 'LNAA3AA18L5406695',\n",
       " 'L102VV6D99P012279',\n",
       " 'L6T7824S3GN174089',\n",
       " '00000000000034039',\n",
       " 'LC6PCJ2Y4H1007100',\n",
       " '000000000EL123759',\n",
       " 'LJXDJ3CB0FTU24932',\n",
       " 'LB377K4S8HX673211',\n",
       " 'LHGCV166XM8096376',\n",
       " '000000000BC147912',\n",
       " 'LFV2A5BS3J4752571',\n",
       " 'WDDSJ5CB9HN443445',\n",
       " '00000000000018987',\n",
       " 'LMVHEKFC1HA106032',\n",
       " 'LMGDG3G56D1003334',\n",
       " 'LMWHT1G5XL1043923',\n",
       " 'LJDGAA2C9H0506610',\n",
       " 'LGAG4DY32K8032698',\n",
       " 'LGHGCHAL067001418',\n",
       " 'LDC661T20H3092969',\n",
       " 'LNAA3AA17M5440614',\n",
       " 'LSVFB6AW0L2040367',\n",
       " 'LFXAH78W4L3001864',\n",
       " 'LDCC132T0F1309355',\n",
       " 'SALWA2KF3GA595590',\n",
       " 'LMGAT1G82L3016615',\n",
       " '000000000D3010283',\n",
       " '00000000000054100',\n",
       " 'LMWHT1C24L1012310',\n",
       " 'LGHGHHDR67D969317',\n",
       " 'LGAG4DY36H8032826',\n",
       " 'JTHBW1GG7E2067771',\n",
       " 'LVBVHCJJ77H123994',\n",
       " 'LSVCZ6A42EN183190',\n",
       " '00000000000209393',\n",
       " 'LJDMAA22XK0051848',\n",
       " 'LGAX4DD45A2000392',\n",
       " 'LLV2C3A24F0201815',\n",
       " 'LHGRU1844M8044573',\n",
       " 'LB37712Z7HC082174',\n",
       " 'LMGKT1L50L1056428',\n",
       " '00000000000031186',\n",
       " 'LVGBM74K5JG046298',\n",
       " 'LZFH16M467D035660',\n",
       " 'LGBW1PE00ER001394',\n",
       " 'LFV2A5BS8J4696935',\n",
       " 'LJDMAA224J0044599',\n",
       " 'LMGMU1G50L1041153',\n",
       " 'LHGFS1653K2150467',\n",
       " 'LFV2A1BS9F4022809',\n",
       " 'LJDMAA220K0053852',\n",
       " 'LFV2A5BS3K4906374',\n",
       " '1C4RJFBBG0EC40307',\n",
       " 'LRDV7PEC5EL002304',\n",
       " 'LFV2A5BS5J4652410',\n",
       " 'LSVNA4186F2128851',\n",
       " 'LJDMAA222FO195304',\n",
       " '00000000000412354',\n",
       " 'LMGBC1C84J1051630',\n",
       " 'LZWACAGA7C7138854',\n",
       " '000000000D4056410',\n",
       " 'LMGAT1L21L1147886',\n",
       " '00000000000367799',\n",
       " 'LSVCZ6A4XEN166279',\n",
       " 'WP0BA2979FL017386',\n",
       " '00000000000237754',\n",
       " 'LFP83ACBXK1D78176',\n",
       " 'LBVUG7100FMD27780',\n",
       " 'LMGAT1G55L1145305',\n",
       " 'LFV2A5BSXJ4709541',\n",
       " 'LGAG4DY3XF8007571',\n",
       " 'LBV5S310XGSM64523',\n",
       " 'LBV3M2107FMC91769',\n",
       " 'LWLTFSED79L003722',\n",
       " 'LNAA2AA11L5037584',\n",
       " 'LZZ8BXNB0LC341448',\n",
       " 'LNAA3AA15L5408646',\n",
       " 'LSGPC52H8GF033927',\n",
       " 'LSVT91332DN562597',\n",
       " 'LGAX5D655D8120715',\n",
       " 'LFP8C7CC8K1G12942',\n",
       " 'LFNKRXPP4GFA02086',\n",
       " 'LGB652E0XJS104543',\n",
       " 'LBVFP390XCSF35713',\n",
       " 'LFWSRXRJ4E1F17499',\n",
       " 'LNAA2AA10K5029457',\n",
       " 'LBE2DAFB9KZ113159',\n",
       " 'LFNAFRJJ7JAM16016',\n",
       " 'LS5A2AJX5JA001332',\n",
       " 'LMWHT1G58L1028935',\n",
       " 'LSVAE45EXJN020341',\n",
       " 'LFP8C7CC8K1G21169',\n",
       " 'LSGJA52U98H189411',\n",
       " 'LNAA2AA18K5028475',\n",
       " 'LBV5S1102FSK62410',\n",
       " 'LZWADAGA2KC668992',\n",
       " 'LC0CE4CC6K0027479',\n",
       " 'SALWA2VF9FA512433',\n",
       " 'LZZPCG3N8GJ070176',\n",
       " 'LGAG4DY37G8039704',\n",
       " 'LNAA2AA16L5041081',\n",
       " 'LHGCV1649M8079518',\n",
       " 'LJDMAA22XJ0035745',\n",
       " 'LFMGH27229S214694',\n",
       " '000000003D1216051',\n",
       " 'LGAG4DY30E2009928',\n",
       " 'LGF19F8GXHF101156',\n",
       " 'LGAX5D65291002816',\n",
       " 'LGAX5D651L9048145',\n",
       " 'LB37722Z5KC055357',\n",
       " 'LFV3B28R6F3032750',\n",
       " 'LZWADAGA3GE444920',\n",
       " 'LJDTAA237F0041403',\n",
       " 'LSVNR4BRXJN090533',\n",
       " '00000000000281561',\n",
       " 'LMGAT1G86L1125736',\n",
       " 'LSGGG54Y0FS054102',\n",
       " 'LSVCX2A4XFN169277',\n",
       " 'JTEBU3FJ2HK116956',\n",
       " 'LSVA44188LN219393',\n",
       " 'LZWACAGA8C7191952',\n",
       " 'LGAG4DY3XJ8033757',\n",
       " 'LZGCL2R48DX012439',\n",
       " 'LVHFR182XF6065271',\n",
       " 'LJDXAA124G0032735',\n",
       " 'LVCP2FBA7HS052869',\n",
       " 'LVVDC21B4HD020573',\n",
       " 'LMGJS1G81J1148857',\n",
       " 'LMWHT1G53L1043214',\n",
       " 'JNKCV54EX4M821248',\n",
       " 'LMGKT1L29L1068650',\n",
       " 'LGAX4DD4895065358',\n",
       " 'LBECFAHC9EZ025978',\n",
       " 'LSGBC5352HG132544',\n",
       " 'LNAA2AA16K5030502',\n",
       " '000000000D1069505',\n",
       " 'LMGBC1C55K1053586',\n",
       " 'LJDGAA2CXH0505689',\n",
       " 'LVBV5PBB6GE192068',\n",
       " 'LUXC71H04GB000790',\n",
       " 'LGAG4DY38H8033976',\n",
       " 'LGHXPHFT4G7001968',\n",
       " '1C4NJDGB1ED837342',\n",
       " 'LGWCBE196HB002540',\n",
       " 'LMGKT1G56K1013947',\n",
       " '00000000000129895',\n",
       " 'LFV2A1153D3069896',\n",
       " 'LVGB4B9E2LG046039',\n",
       " 'LFV2A5BS4J4654486',\n",
       " 'LBELMBKC9EY467881',\n",
       " 'LFNAHULX6JFA11172',\n",
       " 'LFV2A5BS7J4678605',\n",
       " 'LVGBM74K8JG049891',\n",
       " 'LFV2A1BS3G4567938',\n",
       " 'LMGAT1G88L3011922',\n",
       " 'LDC6432TXH3037666',\n",
       " 'SALWA2VF7FA629461',\n",
       " 'LBEADAEC1KX482972',\n",
       " 'WAUSGC4G0GN009708',\n",
       " 'LFV2A5BS6J4647359',\n",
       " 'LFP8C7CC8K1G16408',\n",
       " 'LFNKRXPS8C1F06085',\n",
       " 'LFV2A1BS4D4501586',\n",
       " 'LB9XL44B1HALG6555',\n",
       " 'LGAG4DY33E3004149',\n",
       " '000000000E1848660',\n",
       " 'LVSHFFAC1EF988698',\n",
       " 'LMGJU1G81M1024411',\n",
       " 'LZFF25N41CD237958',\n",
       " 'LMWFB1L52M1001179',\n",
       " 'LGLAA2D13FK310158',\n",
       " 'LNAA2AA18K5030159',\n",
       " 'LHGFS1651L2047548',\n",
       " 'LC0CE4DC1J0125980',\n",
       " 'LFV2A5BSXJ4682485',\n",
       " '000000000D1D39547',\n",
       " 'LMGJU1G80K1003806',\n",
       " 'LFMH65812ES003051',\n",
       " 'LMGAT1G58K1013038',\n",
       " 'LFV2A5BS9J4623024',\n",
       " 'LMWHT1350L1016297',\n",
       " '000000000CA447066',\n",
       " '000000000A3038749',\n",
       " 'LSVAT4BR1KU803519',\n",
       " '00000000000012597',\n",
       " '00000000000661714',\n",
       " 'LVHRM283XE5000547',\n",
       " 'LSGKE54H2HW119897',\n",
       " 'LFP8C7CC4K1G33304',\n",
       " 'LFP8C7PC7K1D56464',\n",
       " 'L6T7722Z3HN082856',\n",
       " 'SCBBH53W7DC079916',\n",
       " 'LDC6332T6G3586203',\n",
       " 'LZYTEGCF8F1007910',\n",
       " '00000000000A69350',\n",
       " 'LMGBC1C59K1053672',\n",
       " 'LGAXLM6X971038328',\n",
       " 'LB37722Z1LH071155',\n",
       " '000000000DD750592',\n",
       " '00000000000067660',\n",
       " 'LMWFB1L54M1000812',\n",
       " 'LFP8C7CC5K1G15930',\n",
       " 'LFP8C7CC5K1G15443',\n",
       " 'LNAA3AA15L5415483',\n",
       " '0J8F2C572FB001345',\n",
       " 'LZZ1BXSD0JA368486',\n",
       " 'LHGGR9878M8057862',\n",
       " 'LSVD52A47JN108391',\n",
       " 'LMGAT1G81M3022780',\n",
       " 'LFPH4DCNXE1L01970',\n",
       " 'LFV2A1BS6G4799403',\n",
       " 'LSVWT2185KN226619',\n",
       " 'LMGBT1G85K3009242',\n",
       " 'LGAG4DY30H3017798',\n",
       " 'LSVAR4BR0KU804885',\n",
       " 'LFV3A24G9D3115982',\n",
       " '000000000DC034030',\n",
       " 'LGGG4DY33EL909111',\n",
       " 'LMGKT1L56L1075517',\n",
       " 'LMGAT1G83L3019071',\n",
       " '000000000E3016199',\n",
       " 'LGAX5D659D3036653',\n",
       " 'LSYYBBCB2HC049684',\n",
       " 'LNAA2AA14K5017988',\n",
       " 'LS5A2ABE1EA119154',\n",
       " 'LS3T2EH47H0008917',\n",
       " 'LZZ1BXSD4KA464669',\n",
       " '000000000DD304772',\n",
       " 'LMGBC1C57K1053301',\n",
       " 'LZFH25W41HD011952',\n",
       " 'LBVUG7107FMD13941',\n",
       " 'LFV2A1BS7H4712982',\n",
       " 'LVHRW1817M7097132',\n",
       " 'LJ8E3D3M4HD153193',\n",
       " 'LNAA3AA19M5440601',\n",
       " 'LDC633T23K3002743',\n",
       " 'LGDCW91P7EB100376',\n",
       " 'LS4ASG2E6KG166020',\n",
       " 'LMWHT1G56M1048070',\n",
       " 'LGDXW91P8EB112716',\n",
       " 'LFV2A1BS6H4683426',\n",
       " 'LSGGH55L7ES268177',\n",
       " 'LHGRY3889L2127470',\n",
       " 'LSYYBBCB4HC052151',\n",
       " 'LJDMAA226K0051605',\n",
       " 'LGXC16DF8K0068340',\n",
       " 'LMWHT1G51L1039159',\n",
       " 'LMWHT1C57L1036286',\n",
       " 'LS5A3AJC0KD000079',\n",
       " 'LZWACAGA474103664',\n",
       " 'SALAN2F60FA734971',\n",
       " 'LNBSCC4H8KD666667',\n",
       " 'LSVNE45E7JN072835',\n",
       " '00000000000113374',\n",
       " 'LNAA3AA18M5433574',\n",
       " 'LSVAR4BR1JU814002',\n",
       " 'LDC643T22K3004772',\n",
       " 'LVGBH51K6DGD07404',\n",
       " 'LMGBC1C87J1051668',\n",
       " 'LGBF5AE05HR272294',\n",
       " '00000000000039257',\n",
       " 'LFP8C7CCXK1G37213',\n",
       " 'LSVCZ6A4XEN225606',\n",
       " '000000000DD751853',\n",
       " 'LZFH16M487D403112',\n",
       " 'SN2WA2FF6FA602301',\n",
       " 'LMGBC1C5XJ1050343',\n",
       " 'LFV3B28R6E3088377',\n",
       " 'LBV5S3106ESJ26016',\n",
       " 'LFP83ACE1H1D32643',\n",
       " 'LFNMVXRX8F1F04919',\n",
       " 'LSVWL218XGN313360',\n",
       " '00000000001405886',\n",
       " 'LFV2A1BS6G4529040',\n",
       " '000000000EMC44694',\n",
       " 'LBEDMBND8EZ132127',\n",
       " 'LJ11R4EG8AF019476',\n",
       " 'LSVNY4BR9JN124805',\n",
       " 'LFP8C7CC1K1G10014',\n",
       " 'LSVCF6C45LN087783',\n",
       " 'LJ8F2D5D9EB004063',\n",
       " 'LGXC16DF6E0051928',\n",
       " 'LJDMAA226K0052771',\n",
       " 'LNAA3AA10L5420834',\n",
       " 'LNAA2AA14L5040267',\n",
       " 'LVBV6PEC3DL005703',\n",
       " 'LFWSRXSJ5KFA22922',\n",
       " 'LC9XL44B4HALG6858',\n",
       " 'LNAA2AA10L5040881',\n",
       " 'LGBM4AE46ES002556',\n",
       " 'LMGAT1357L1087414',\n",
       " 'LGGG4LY33KL698188',\n",
       " 'LFV2A1BS5D4549646',\n",
       " 'LNAA3AA16M5428728',\n",
       " 'LJDMAA229K0056183',\n",
       " 'LSVNA4188J2156546',\n",
       " 'LFV2A5BS6J4712193',\n",
       " 'LS1D263C4E0966863',\n",
       " 'LMGBC1C55K1053605',\n",
       " '00000000000195904',\n",
       " 'LBEHDAEB1FZ305564',\n",
       " 'LFV2A1BS3G4541484',\n",
       " 'LSVAR4BR7KU805399',\n",
       " 'L6T7824Z5HN206930',\n",
       " '000000000DK000134',\n",
       " 'LN86GABF3GB095271',\n",
       " '00000000000212922',\n",
       " 'LL6C544A1BA208700',\n",
       " 'LRDV6PEC7DT009000',\n",
       " 'LZFF25W43KD023244',\n",
       " 'LGAG4DY37E8098474',\n",
       " 'LFNAFUJM1E1F04999',\n",
       " '000000000CR062670',\n",
       " 'LNAA2AA10K5030690',\n",
       " 'LNBSCC4HXKD667917',\n",
       " 'LWVEB4047LB203849',\n",
       " 'LJ166A238K2216882',\n",
       " 'LS4ASG2E4JG182361',\n",
       " 'LHGFS1652L2085337',\n",
       " 'LFV3B2BR1E3073284',\n",
       " '000000000D1F41696',\n",
       " 'LJDTAA231E0021047',\n",
       " 'LGBH12E08KY314562',\n",
       " 'LSGPC52H3FF090051',\n",
       " 'LMWFB1L50M1000757',\n",
       " 'LSJA16E38HG081614',\n",
       " 'LSYBCAAA1AK014301',\n",
       " 'LJDUAA241H0048783',\n",
       " 'LFV2A23C6J3084891',\n",
       " 'LBE2DAEC9JZ028623',\n",
       " 'LMWDT1G50M1068457',\n",
       " 'LHGRU1845L8190687',\n",
       " 'WDDLJ3GB1HA204756',\n",
       " 'LFV2A5BS2J4741058',\n",
       " '00000000003002790',\n",
       " 'LFNFVXNX7A1E02535',\n",
       " 'LSJA16U33KG058279',\n",
       " 'LFP8C7CC5K1G16432',\n",
       " 'LVGB4B9E8KG005817',\n",
       " 'LZZ5BXNF78A327958',\n",
       " 'LHGRY1828M2033422',\n",
       " 'LHGCV1642M8055481',\n",
       " 'LMWHT1C5XL1032491',\n",
       " '000000000D1A43296',\n",
       " 'LSVT91338CN055041',\n",
       " 'LRDV6PEC5HL014962',\n",
       " 'LFWSRXSJ4H1E87004',\n",
       " 'LGGX5D6589L000143',\n",
       " '00000000000660349',\n",
       " '000000000CV009724',\n",
       " 'LVVDC11B1JD196934',\n",
       " 'LBV5S3103ESK13968',\n",
       " 'LVHFC1667H6025773',\n",
       " 'LFV2A5BS8J4651283',\n",
       " 'LFP8C7CC4K1G37322',\n",
       " 'LMGAT1L29M1172696',\n",
       " 'LMGAC1G8XJ1467977',\n",
       " 'LGAG4DY33J8013009',\n",
       " 'LJDMAA221J0039246',\n",
       " '000000000D1001493',\n",
       " 'LMGAT1G84L1163174',\n",
       " 'LBE2DAFB8KZ091090',\n",
       " 'LXUG4NY38K4058707',\n",
       " 'LNAA2AA16L5038729',\n",
       " 'LMGKT1G83K1016671',\n",
       " 'LMGKT1G87K1014566',\n",
       " 'LDC643T41J3063196',\n",
       " 'LMGAT1G85L1102061',\n",
       " 'LNAC2AB24L5010525',\n",
       " 'LNBMCUAK1GZ029211',\n",
       " '000000000D2132944',\n",
       " 'LWVEB4042LB204732',\n",
       " 'LMGAC1C84G1A05366',\n",
       " 'LSGGH55LXFS050543',\n",
       " 'LSVD52A41JN130127',\n",
       " 'LSVN02BR1HN143001',\n",
       " '00000000000F17189',\n",
       " 'LMGMU1G83M1062171',\n",
       " '000000000DL937825',\n",
       " 'LDC633T29J3066607',\n",
       " '2FMDK3KC6BBA18875',\n",
       " 'LSGGF59F0FH090041',\n",
       " 'WDDLJ5FB1EA126407',\n",
       " '000000000EA782761',\n",
       " 'LSYYBBCB5HC049338',\n",
       " '000000000EF049028',\n",
       " 'LFV3A24G9G3051690',\n",
       " 'LZZACG3N2HC220052',\n",
       " 'LDC983T44K1003878',\n",
       " 'LJDMAA225G0677833',\n",
       " 'LSJA16U36KG060740',\n",
       " 'LSKG4AC15JA056907',\n",
       " '00000000000034844',\n",
       " '000000000DG488546',\n",
       " 'LSYADACA1EK228717',\n",
       " '000000000EN081491',\n",
       " 'LFP8C7CC1K1G21563',\n",
       " 'LNAA2AA14K5027825',\n",
       " 'LFV3A28K3D3086591',\n",
       " 'LDC633T21K3005334',\n",
       " 'LHGRU1845M8019312',\n",
       " 'LJDMAA224J0045963',\n",
       " '000000000ER396247',\n",
       " 'LMWHT1353L1036382',\n",
       " 'LZGJLG840KX045552',\n",
       " 'LGBH52E28KY142944',\n",
       " 'L9GBBF6G4H2000683',\n",
       " 'LBE2DAFB2KZ109213',\n",
       " 'LGAX5D655D3036701',\n",
       " '00000000000119656',\n",
       " 'LSVCR2BM7GN148168',\n",
       " 'LS5A2AB85JB310980',\n",
       " 'LGWFG7A62LH007871',\n",
       " 'LBEHDAEB4EY173789',\n",
       " 'LZWADAGA2KE073063',\n",
       " '2G61M5S36E9179920',\n",
       " '00000000000024640',\n",
       " '000000000DN042615',\n",
       " '00000000005048463',\n",
       " 'LHGCR162XJ2027915',\n",
       " 'LNAA3AA1XL5418749',\n",
       " 'LNAA2AA18L5040028',\n",
       " 'LS1D343C190260974',\n",
       " 'LMGAT135XL1078321',\n",
       " 'LSVAR4BR4KU808292',\n",
       " 'LSVWT2185HN226435',\n",
       " 'LMGBC1C59K1053705',\n",
       " 'LFWSRXSJ5GAB00698',\n",
       " '000000000DD028676',\n",
       " '00000000000026291',\n",
       " 'LBVCU3105DSG23609',\n",
       " 'LGWEE4A49GH299636',\n",
       " '000000003DFC01286',\n",
       " '000000000DX068728',\n",
       " 'LFV2A5BS3J4651398',\n",
       " 'WB10A5107HZ637190',\n",
       " 'LFV5A24G0G3087647',\n",
       " 'LS5A3DBE5GA072373',\n",
       " 'LZZ8ELVE8LC306487',\n",
       " 'LFV3A24G8E3124125',\n",
       " 'LLNCKACB6FA002591',\n",
       " 'LFV2A5BS7J4650383',\n",
       " 'LSGGG54Y0FS095135',\n",
       " 'LSGGF53W0BH074568',\n",
       " 'LSVNV4BRXJN161306',\n",
       " '000000000E0354649',\n",
       " 'LBE2DAFB2KZ113567',\n",
       " 'LVHRW1857M7097733',\n",
       " 'LFNFVXPXXD1F41205',\n",
       " '3LN6L2GN6FR611069',\n",
       " 'LSVNY4BR8JN121569',\n",
       " 'LZFF25M43AD007420',\n",
       " 'LNVU1CA35BV300377',\n",
       " 'LDC633T21J3004294',\n",
       " 'LBE2DAFB1KZ123166',\n",
       " '00000000000737786',\n",
       " '000000000DA123305',\n",
       " '00000000000246179',\n",
       " 'WAUYGB4H0GN018230',\n",
       " 'LDC633T2XH3037949',\n",
       " 'LDNB43AZ4D0518312',\n",
       " 'LDC613P28D1745736',\n",
       " 'LGAG4DY32E8018708',\n",
       " 'MLHPC46R5G5000069',\n",
       " 'LSVAR4BR3JU815586',\n",
       " 'LFP8C7CCXK1G04969',\n",
       " 'LL66HAB01KB122424',\n",
       " '00000000000011502',\n",
       " 'LFV2A5BS0J4682737',\n",
       " 'LDCC132T3F1315294',\n",
       " 'LMGKT1G82K1016578',\n",
       " 'LRH12R2D8D0000163',\n",
       " '00000000000804320',\n",
       " 'LS5A3DBE3EA188393',\n",
       " 'LGWEF6A55FH014186',\n",
       " 'LBEEFAGA2DX332881',\n",
       " 'LFP83ACE8G1D85418',\n",
       " 'LE4WG4CB4JL315629',\n",
       " 'LMGAT1G51L1112706',\n",
       " 'LZYTCTD69C1003373',\n",
       " '00000000003214946',\n",
       " 'LZFF25M419D004379',\n",
       " 'LDC943X23C2765163',\n",
       " 'LGAX4DD45A3005781',\n",
       " 'SALGA2KF6GA272638',\n",
       " 'LZWADAGA9EB526293',\n",
       " 'LZZ7CLXC5HC229484',\n",
       " 'LVSHFCAC8FH036902',\n",
       " 'LSVAE45E6JN045494',\n",
       " '00000000000008664',\n",
       " 'LFV2A5BS2J4562759',\n",
       " 'LMGBT1G54L3014942',\n",
       " 'LFV2A2BS6H4764495',\n",
       " 'LSYYBBCB5HC052269',\n",
       " 'LHGFS1671M2022300',\n",
       " 'LFWSRXRJ8E1E20438',\n",
       " 'LDC6332T9H3026922',\n",
       " 'LBEMDAEC9EZ488525',\n",
       " 'LBEEFAGA7CX329151',\n",
       " 'LGAG4DY32E8003206',\n",
       " 'LMWHT1G57M1050071',\n",
       " 'JTMHU01J1G5119803',\n",
       " 'LRDV6PEC4JL602194',\n",
       " '000000000EA146970',\n",
       " '000000000DF336008',\n",
       " 'LSVFB6AW2L2047563',\n",
       " 'LBE2DAFBXKZ152777',\n",
       " 'LHGCP1692C8002381',\n",
       " 'LSJA16U34KG052331',\n",
       " 'LS3T1CG30A0109125',\n",
       " 'LSYYBBCB3HC032294',\n",
       " 'LFWSRX9L6LAA02197',\n",
       " 'LS5A2AJXXJA001570',\n",
       " 'LGAX4DD34B3041907',\n",
       " 'LMGKT1L83L1065988',\n",
       " 'LFBGE6060FJD20373',\n",
       " 'LHGRU1848L8176587',\n",
       " '4JGDF6EE9FA606337',\n",
       " 'LSJW56U6XJG199949',\n",
       " 'LMGAT1G83K1061590',\n",
       " 'LMGMU1G57M1052135',\n",
       " 'LL123456789912345',\n",
       " 'LMGMU1G5XM1054039',\n",
       " 'LDC6432T1F3379939',\n",
       " 'LFPH4ACE4K1A26055',\n",
       " 'LMGAT1G52L3006933',\n",
       " 'LDC9432T9F1232566',\n",
       " 'WP0AA2971BL012947',\n",
       " 'LSVAE45E4HN089892',\n",
       " 'LFNABRJM79FC30192',\n",
       " 'LBV2Y3105HMH70555',\n",
       " 'LSVD56A45GN061779',\n",
       " 'LFV2A5BS0J4763365',\n",
       " 'LGWEE4A46FF151647',\n",
       " 'LSYYBBCB0HC052017',\n",
       " 'LGAX2B136F1027264',\n",
       " 'LUXG92S02FB010811',\n",
       " 'LSJW74U91HG125693',\n",
       " 'LNBSCUAK7GF524814',\n",
       " 'LBERCACB4EX594427',\n",
       " 'LGAG4DY30L8001287',\n",
       " 'LSVAR4BR8HU803279',\n",
       " 'LVSHCADBXEE881010',\n",
       " 'LGG8D2D13FZ411227',\n",
       " 'LS3T3EH65E0705335',\n",
       " 'LMVHEKFG2EA020653',\n",
       " 'LFV3A24G6E3031975',\n",
       " 'LZFF25R48DD264165',\n",
       " 'LSVNY4BR8JN109065',\n",
       " 'LXUG4NY30K4061469',\n",
       " 'LSV5K8CA8LN558556',\n",
       " 'SALGA2VF2FA200815',\n",
       " 'LSJA24U31FS028525',\n",
       " 'LBEEFAVA3CX320515',\n",
       " 'LWVEB4046LB201008',\n",
       " 'LVSHCFMB6EE863732',\n",
       " 'LMGAT1G82L1075417',\n",
       " 'LGC169C27G6000223',\n",
       " 'LGB652E08KS049396',\n",
       " '000000000DH742092',\n",
       " '000000000D3063845',\n",
       " 'SALVA2BG5FH973693',\n",
       " 'LMGBC1C55K1052955',\n",
       " 'LJDZAA1E5H0000400',\n",
       " 'LVGBP87E4HG059508',\n",
       " 'JTEBX3FJ8E5051886',\n",
       " 'LSYYBBCB9HC048094',\n",
       " 'LFV2A23C6H3113154',\n",
       " 'LGB652E02KS028110',\n",
       " 'LMWHT1G5XM1050548',\n",
       " 'LGAG4DY34D3002912',\n",
       " '000000000DN231657',\n",
       " 'LFV3A23C0F3402824',\n",
       " 'LRDV7PEC5ER004907',\n",
       " 'LZWACAGA0EA196973',\n",
       " 'LHGRU1843M8038876',\n",
       " 'LHGRY1851M2036883',\n",
       " 'LMGBC1C56K1053502',\n",
       " 'LSVCZ6A40FN013623',\n",
       " 'LZ5R2CE5XAB004023',\n",
       " 'LMGBC1C5XK1052952',\n",
       " 'LGJE1FE06G2520441',\n",
       " 'LFV5A24G8H3021008',\n",
       " 'LSYYBACA0EC028345',\n",
       " 'LMGAT1G57K1017744',\n",
       " 'LJDMAA227G0665991',\n",
       " 'LGAX4DD46A3029071',\n",
       " '00000000000097125',\n",
       " 'LVSHMFAC8GH104754',\n",
       " 'LMGKT1L58L1062655',\n",
       " 'LFV3A24G9F3041675',\n",
       " 'LNAA2AA13K5031509',\n",
       " 'LNAA2AA13L5036212',\n",
       " 'LJDMAA227J0025562',\n",
       " 'LFV2A11K5J4090776',\n",
       " 'LS1D263C4D0918732',\n",
       " 'LVHRE1831A5033860',\n",
       " 'LFNMVUNW1F1E33252',\n",
       " '000000000D1F25304',\n",
       " 'LHGFS1650L8020158',\n",
       " '000000000D0523831',\n",
       " 'LMGMU1G87L1018897',\n",
       " 'LG6EDASH1BY202344',\n",
       " '00000000000212245',\n",
       " 'LNAA3AA19L5407922',\n",
       " 'LS5A2AJX2JA002079',\n",
       " 'LZGJLGT49GX050361',\n",
       " 'LBEYFANC6EY333240',\n",
       " 'LMGAB1L83L1000007',\n",
       " 'LNAA3AA19M5433258',\n",
       " 'LNBMCUAK3GT166220',\n",
       " '000000000ED030893',\n",
       " 'LHGFS1659K2137982',\n",
       " 'LGWEEUA57KE010479',\n",
       " 'LFNKRXPP8D1E12222',\n",
       " 'LMG654B05DA000764',\n",
       " 'LFV2A23C8H3030129',\n",
       " 'LWVEB4048LB205271',\n",
       " 'LFP8C7CC3K1G14727',\n",
       " 'LSGZJ5354HH029060',\n",
       " 'LFP8C7CC5K1G35787',\n",
       " 'LGAG4DY34H8026751',\n",
       " 'LBE2DAFB2KZ144799',\n",
       " '1C4BJWE5XFL673110',\n",
       " 'SALWA2VF4EA397433',\n",
       " 'LHGCV1641L8122604',\n",
       " 'LHGGR9842M8026628',\n",
       " 'LNAA2AA15K5012203',\n",
       " 'LFV2A115XD3204016',\n",
       " 'LS5A2AJX1JA001571',\n",
       " 'LFPM4APP9L1E03085',\n",
       " 'LFNMVXRX4D1F34965',\n",
       " 'LS5A2ABE0HD008145',\n",
       " 'LFV2A1BS4H4566184',\n",
       " 'LFV3A28W0H3012618',\n",
       " 'KNAKU8142E5574667',\n",
       " 'LDC633T24J3046040',\n",
       " 'LS4AAB3R5DG152457',\n",
       " '000000000D0111267',\n",
       " 'LFMGSE722FS089688',\n",
       " 'LBV5S3102ESJ46716',\n",
       " 'LGWFF5A56FB000878',\n",
       " 'LZZ5ENNC97W275655',\n",
       " 'LDC633T28J3073564',\n",
       " 'LFP8C7CC3K1G10192',\n",
       " 'LNAA3AA18L5405871',\n",
       " 'LSVUH6B22LN244491',\n",
       " 'LFV3A23C9G3077012',\n",
       " '4JGDF2EE1FA498109',\n",
       " 'LMGBC1C58K1052934',\n",
       " 'LNAA3AA15L5411563',\n",
       " 'LGWFF5A57GB002558',\n",
       " 'LSVUH6B25LN234618',\n",
       " 'LNBSCU3H5JR051728',\n",
       " 'LJXBLCCB99T060497',\n",
       " 'LDC6332T3H3029511',\n",
       " 'LS3T3DH67E0705623',\n",
       " '1FTNE2EW5DDA28827',\n",
       " 'LBERCACB0GX065740',\n",
       " 'LGG7B2D18FZ058808',\n",
       " 'WAU9GD8T7EA054595',\n",
       " 'LDC9432T5F1245007',\n",
       " 'LMGAT1G58L1099355',\n",
       " 'LMGAT1354L1151599',\n",
       " '000000000D3000568',\n",
       " 'LHGCR1626H8078867',\n",
       " 'LFV3B28R9E3092651',\n",
       " 'LHGCV1649M9028112',\n",
       " 'LHGCR2653E8052058',\n",
       " 'LGBH12E00HY514540',\n",
       " 'LFV2A2BS2H4631281',\n",
       " 'LFV3A24E0E3128329',\n",
       " 'LS5A3DBE1EA167350',\n",
       " 'LBEMDAEB5HZ096198',\n",
       " 'WDCDF2DE6FA548888',\n",
       " 'LBEMDAFC6GZ934230',\n",
       " 'LFNKRXPS2E1E24310',\n",
       " 'LSVAF45E0HN110556',\n",
       " 'LJDMAA229J0031847',\n",
       " 'LGAG4DY30G8041391',\n",
       " 'LZZ5CLSB6DA746207',\n",
       " 'LJDMAA221G0634641',\n",
       " 'LZWADAGA6LE094791',\n",
       " 'LE4ZG4JB6HL108394',\n",
       " 'LDC661T27J3003291',\n",
       " '00000000000046145',\n",
       " 'LNAA2AA10K5029877',\n",
       " 'LZGJLG844KX036949',\n",
       " '000000000DE206308',\n",
       " 'LSVAE45E0HN136951',\n",
       " ...]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "84214"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 产品类型\n",
    "cond_0 = df_xyt_product_type['alias'].isin(del_product_type)\n",
    "# cond_0\n",
    "df_total_del_1_ = df_xyt_product_type[cond_0]\n",
    "df_total_del_1 = df_total_del_1_['vin'].to_list()\n",
    "# 去重\n",
    "df_total_del_1 = list(set(df_total_del_1))\n",
    "display(df_total_del_1, len(df_total_del_1))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "metadata": {
    "collapsed": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>vin</th>\n",
       "      <th>alias</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>000000000D3036287</td>\n",
       "      <td>凯励程-标准版</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>801</th>\n",
       "      <td>00000000069043739</td>\n",
       "      <td>凯励程-标准版</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>802</th>\n",
       "      <td>00000000000017380</td>\n",
       "      <td>凯励程-标准版</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>803</th>\n",
       "      <td>000000000DS005148</td>\n",
       "      <td>凯励程-标准版</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>929</th>\n",
       "      <td>00000000000209886</td>\n",
       "      <td>凯励程-标准版</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1190935</th>\n",
       "      <td>LB37742Z4LB112618</td>\n",
       "      <td>全损无忧（B）</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1190936</th>\n",
       "      <td>LGWEF4A50MF386113</td>\n",
       "      <td>代步补贴</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1190937</th>\n",
       "      <td>LHGCV1648M8124352</td>\n",
       "      <td>代步补贴</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1190938</th>\n",
       "      <td>L6T7824Z8MW012008</td>\n",
       "      <td>全损无忧（B）</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1190939</th>\n",
       "      <td>L6T7752Z7ME012949</td>\n",
       "      <td>代步补贴</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>1106726 rows × 2 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                       vin    alias\n",
       "16       000000000D3036287  凯励程-标准版\n",
       "801      00000000069043739  凯励程-标准版\n",
       "802      00000000000017380  凯励程-标准版\n",
       "803      000000000DS005148  凯励程-标准版\n",
       "929      00000000000209886  凯励程-标准版\n",
       "...                    ...      ...\n",
       "1190935  LB37742Z4LB112618  全损无忧（B）\n",
       "1190936  LGWEF4A50MF386113     代步补贴\n",
       "1190937  LHGCV1648M8124352     代步补贴\n",
       "1190938  L6T7824Z8MW012008  全损无忧（B）\n",
       "1190939  L6T7752Z7ME012949     代步补贴\n",
       "\n",
       "[1106726 rows x 2 columns]"
      ]
     },
     "execution_count": 41,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_xyt_product_type[~cond_0]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "产品类型、开发组织所对应的所有车架号"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 101,
   "metadata": {
    "collapsed": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['',\n",
       " '00000000000033818',\n",
       " 'LBV5S3100FSK34096',\n",
       " 'LGAX4B354B1035365',\n",
       " '00000000000296575',\n",
       " 'LS4ASG2E6KG180838',\n",
       " 'LHGRY1855M2002414',\n",
       " '00000033962297746',\n",
       " 'WAUAMD4L6FD027190',\n",
       " '000000000EG053464',\n",
       " 'LHGRY1851M2000305',\n",
       " 'LGXC16CF4G0154978',\n",
       " 'LHGFS1659M2012726',\n",
       " 'LFNKRXSP5KFA01979',\n",
       " 'LGFB4GB678F475829',\n",
       " 'LFNFVXSX2KAB05629',\n",
       " '00000000000A27916',\n",
       " 'LBEMDAFB4HZ140108',\n",
       " 'LFV2A1BS6H4685094',\n",
       " 'LNBMDBAH9GR815439',\n",
       " 'LS4ASG2E0LG185986',\n",
       " '00000000000019950',\n",
       " 'LHGFS1657M2025183',\n",
       " 'LBEEFAGA5DX329263',\n",
       " '33333333333333333',\n",
       " 'LZFH16L447D004568',\n",
       " '00000000000042227',\n",
       " 'LGAGLMYM892009600',\n",
       " 'LZZACL3D2KC268139',\n",
       " 'LZFF25N47DD253843',\n",
       " 'LZWADAGA0JE065204',\n",
       " 'LBE2DAFB9KZ116336',\n",
       " 'LMGKT1L56L1074268',\n",
       " 'LHGCR1624H2001885',\n",
       " 'LDC953T29E1985385',\n",
       " 'LXUG4NY34L4061444',\n",
       " 'LMWHT1G57L1043734',\n",
       " 'LSVAR4BR5KU801495',\n",
       " 'LC0C14DF7E1054564',\n",
       " 'LHGCV1669M8011298',\n",
       " 'LSCBBN3D6EG260048',\n",
       " 'LGDCP91G1LA120137',\n",
       " '000000000BB016926',\n",
       " 'LSYYDBCF1EC037390',\n",
       " 'LVGB4B9E2KG023228',\n",
       " '000000000CP218036',\n",
       " 'LMGAT1G84L3017104',\n",
       " '32111111112222111',\n",
       " 'LGAX5DF52A3039938',\n",
       " '000000000ED853624',\n",
       " 'LS4AAB2R7HE772214',\n",
       " 'LSVT91330DN520297',\n",
       " 'LXUG4NY3XK4063701',\n",
       " 'MMFWW3400GY907212',\n",
       " '000000000D0209150',\n",
       " 'WBCCB6DE4EA176349',\n",
       " 'LSVAR4BR1KU806385',\n",
       " 'LS4A5B3R0CA855365',\n",
       " 'LSVWD2189HN410578',\n",
       " 'LFV2A115XD3204520',\n",
       " 'CMGD04423613150',\n",
       " '000000000DB045586',\n",
       " 'LZZ5ELNFXAA437733',\n",
       " 'LGWFG6A67EH002839',\n",
       " 'LGAG4DY34H8032825',\n",
       " '000000000DJ115362',\n",
       " 'LZFF25N42CD249570',\n",
       " 'LVVDC11B2JD100065',\n",
       " 'LGWEFEA58EF195983',\n",
       " 'LBEMDAFC8HZ121067',\n",
       " 'LNAA2AA16K5030841',\n",
       " 'LFV2A5BSXJ4702900',\n",
       " 'LGAX5DF44D3008704',\n",
       " 'LSGUA8275HE005270',\n",
       " '000000000DSF15506',\n",
       " 'LSJW54U60KG147848',\n",
       " 'LSVAT4BR6JU811338',\n",
       " 'LFV2A11G093912056',\n",
       " 'LGB652E04LS018289',\n",
       " 'WDCDA7EB1EA305794',\n",
       " 'LFP83ACEXG1D68510',\n",
       " 'LHGFS165XL2078698',\n",
       " '000000000BE045228',\n",
       " '000000000EAC06790',\n",
       " 'LGAX3B121J1036791',\n",
       " 'LNAA3AA17L5415176',\n",
       " 'LSVAE45E7JN040868',\n",
       " '00000000000033612',\n",
       " 'WBAFG2105E0G81988',\n",
       " 'LHGGR9849M8049064',\n",
       " '000000000D1509114',\n",
       " 'LMWDT1G87M1067462',\n",
       " 'LNAA2AA19L5040040',\n",
       " 'LJDMAA224K0053546',\n",
       " 'LNAA3AA19L5423229',\n",
       " 'LMGAT1G51L1093557',\n",
       " 'LVTDB14B8EC035399',\n",
       " 'LSGPC54R0EF106551',\n",
       " 'LBEMDAEC2FZ567083',\n",
       " 'LDC973Y41F2374766',\n",
       " 'LFNAFUKM2G1E31076',\n",
       " 'LSVCZ2A40FN020029',\n",
       " 'LS5A3AJC2JD002852',\n",
       " 'LS4ASG2E2KG180822',\n",
       " '000000000DA114386',\n",
       " 'LDC643T25J3064043',\n",
       " 'LSYAFAAP4EG236508',\n",
       " 'LZFF25M41BD223154',\n",
       " 'LS4ASG2E7LG143234',\n",
       " 'LFNAHULM8H1E86299',\n",
       " '00000000000092129',\n",
       " 'LSYYBBCB2HC052083',\n",
       " 'LMGMU1G87M1050802',\n",
       " '000000000EF098186',\n",
       " 'LFV2A21K5E4058728',\n",
       " 'LGAX5D652H0165440',\n",
       " 'LMGKT1L54L1057176',\n",
       " 'LMGMU1G56M1048691',\n",
       " 'LFV2A5BS1J4642795',\n",
       " 'LNBSCC3H2JF331845',\n",
       " 'LNAA3AA16M5430009',\n",
       " 'LBE2DAFB7KZ107568',\n",
       " 'LS4ASG2E2LG150169',\n",
       " 'LJ11KBBC8G8518124',\n",
       " 'LNAA2AA20L5041327',\n",
       " 'LZ5N2CD39AB021801',\n",
       " 'LHGRY1821M2039708',\n",
       " 'LMXA12AG4LZ380656',\n",
       " 'LS4ASB3R1FF027686',\n",
       " 'LMVHEKFD2GA149561',\n",
       " 'LSVWY4182KN247005',\n",
       " 'LJNTGU2G8BN080223',\n",
       " 'LFP83ACE4H1D26299',\n",
       " '000000000GY093252',\n",
       " 'LBELMBKC7EY544635',\n",
       " '000000000DE455800',\n",
       " 'WDDUG6CB5GA211105',\n",
       " 'LVM6A1G19HB059988',\n",
       " 'LMGAT135XL1141868',\n",
       " '000000000ESH72124',\n",
       " 'LNAA3AA12M5430685',\n",
       " '000000000DLA60224',\n",
       " 'LMGBC1C80J1050992',\n",
       " 'LE4WF4CB7HL280016',\n",
       " 'LFNKRXNP5B1E37059',\n",
       " 'LFV2A5BS0J4652430',\n",
       " 'LJDMAA225J0038410',\n",
       " '000000000D0217540',\n",
       " 'LMWHT1G56M1058095',\n",
       " 'LMGAT1G54M1183013',\n",
       " 'LFV6A24G0H3013182',\n",
       " 'LMGAB1L80L1002670',\n",
       " '00000000000503701',\n",
       " 'LZZ5EXSF7AN473772',\n",
       " 'LDCC132T1G1442871',\n",
       " 'LZWADAGA8LE069827',\n",
       " 'LSVNV4NG7HN064536',\n",
       " 'LFWSRXSJ9HAB01127',\n",
       " 'LBE2DAFB9KZ113209',\n",
       " 'LZWACAGA2EA074177',\n",
       " 'LGXC16AF1D0192148',\n",
       " 'LMGMU1G82M1050044',\n",
       " 'LS5A2AB87JB325710',\n",
       " 'LSYYDACF1EC044544',\n",
       " 'LFWSRXRH5C1F28996',\n",
       " 'JTEBX3FJ6EK176628',\n",
       " 'LGXC16CF5E0013866',\n",
       " 'WBAKR0102F0J33104',\n",
       " 'LHMB4DKN2HA003830',\n",
       " 'LJDMAA220J0037794',\n",
       " 'LFP8C7PC8K1D56537',\n",
       " 'LBEMDAFC0FZ683347',\n",
       " 'LNAA2AA18L5036352',\n",
       " 'LL66HBB05LB046634',\n",
       " '000000000DN065050',\n",
       " 'LBE2DAFB0KZ123935',\n",
       " 'LFV2A1159E3161189',\n",
       " 'LFV2A11KXG4242544',\n",
       " 'LJDJAA141F0344002',\n",
       " '0LGG4DY33EL928659',\n",
       " 'LFNFVUMX9F1E82024',\n",
       " 'LGAX5DF51LT027458',\n",
       " 'LGAX5D657J3003369',\n",
       " 'LFP8C7CC1K1G22020',\n",
       " 'LMGKT1L51L1060889',\n",
       " 'LFV2A1BS3G4616572',\n",
       " 'LS5A2AGE5JD010570',\n",
       " 'LS6A2E0E9KA004206',\n",
       " 'LZWACAGAXE7149432',\n",
       " 'LGAX5CF48H1004196',\n",
       " 'LGGR5CF47HL424003',\n",
       " 'LGBG22E26CY502167',\n",
       " 'LSVWY2187KN239048',\n",
       " 'LZGJLGT42GX050363',\n",
       " 'LFP83ACC9G1D98158',\n",
       " 'LS4AAB3D9CA112775',\n",
       " 'LDC643T20J3064435',\n",
       " '00000000000067639',\n",
       " 'LJDGAA2C9H0504999',\n",
       " '000000000A0123178',\n",
       " 'LMGAT1383K1057836',\n",
       " '00000000000010485',\n",
       " 'LMWDT1G83J1009621',\n",
       " 'LSJFJS2JDJS8JD3A8',\n",
       " 'LFP83ACC6K1D43515',\n",
       " 'LGAX2A130D1011309',\n",
       " '00000000000783492',\n",
       " 'JTEJU9FJ0F5067556',\n",
       " 'LFNAFRJM6C1F27818',\n",
       " 'LNAA2AA14L5040057',\n",
       " 'JTEBX3FJXGK249096',\n",
       " '00000000003207112',\n",
       " 'LBETLBFC4GY180271',\n",
       " '00000000001093659',\n",
       " 'LZZ1BXSD6JN388847',\n",
       " 'LMGAT1G54L1149877',\n",
       " 'LSJLP83X4EF238927',\n",
       " 'LMGAT1G59L1097579',\n",
       " 'LBEYCACB8HS064698',\n",
       " 'LFWSRXSJ1GAB01251',\n",
       " 'LJDMAA220G0325792',\n",
       " 'LJ11R4EF0F3202404',\n",
       " 'LJVA4JDL1HS000974',\n",
       " 'LDC6332T9G3012324',\n",
       " 'LMWHT1C51L1030970',\n",
       " 'LJ11R4EG9J3507191',\n",
       " 'LJDJAA146F0364052',\n",
       " '000000000D0253589',\n",
       " 'LMGBC1C89J1051624',\n",
       " 'LNAA2AA13K5029484',\n",
       " 'LSVX225N9G2239647',\n",
       " 'LMGAB1L85M1004447',\n",
       " 'LNAA3AA16L5420322',\n",
       " 'LBV3M4102EMB04982',\n",
       " 'LDC633T39E3162221',\n",
       " '000000000ELA06879',\n",
       " 'LMGMU1G54M1053212',\n",
       " 'LGG782D14EZ137082',\n",
       " 'LMGKT1L56L1075551',\n",
       " 'LSVT91335AN065197',\n",
       " '000000000DN052140',\n",
       " 'LFPH4ACE0K1A23783',\n",
       " 'LZWADAGA5FB692991',\n",
       " 'LMWHT1G57L1031275',\n",
       " 'LFNMVXSXXJFA09384',\n",
       " 'LNAA2AA16K5019533',\n",
       " 'LUXC71H02EB022333',\n",
       " 'LMGKT1L87L1074810',\n",
       " 'LRDS6PEB6LT097630',\n",
       " 'LVGBR74K6JG017720',\n",
       " 'LDC6332T8G3014033',\n",
       " 'LSV5K8CA6LN565554',\n",
       " 'LBEEFAGAXDX332319',\n",
       " 'LBV5S1103GSL70732',\n",
       " 'LMGAT1G87L1158034',\n",
       " 'LMGMU1G23M1048802',\n",
       " 'LZWADAGA2JE065737',\n",
       " 'LB37724S5GX117890',\n",
       " 'LFNFVUMX2B1F39044',\n",
       " 'SALWA2VF0EA312488',\n",
       " 'LSVFB6AW5L2042843',\n",
       " 'LFV2A2BS3H4684104',\n",
       " '00000000000C62184',\n",
       " '4JGDF7CE0DA242508',\n",
       " 'LSVAF40C9LN024547',\n",
       " '000000000EX617666',\n",
       " 'LDC633T22J3029687',\n",
       " 'LC0C14DG0E1081209',\n",
       " 'LGAXLM6X773008958',\n",
       " 'LFP8C7CC5K1G22876',\n",
       " 'LMGBT1G2XL3013154',\n",
       " 'LS4AAB3RXFG137066',\n",
       " 'LGGR5CF4XEL911417',\n",
       " 'LMGMU1G52M1059624',\n",
       " 'LZZ5ELSE2DA778902',\n",
       " 'LZZ1ELSF7KM423355',\n",
       " '00000000003042302',\n",
       " '000000000BX014320',\n",
       " '0000000000DS06743',\n",
       " 'LJDYAA294G0026109',\n",
       " 'LBVUG7105GME59743',\n",
       " 'LHGFS1651L2091436',\n",
       " 'LGBH12E07AY140904',\n",
       " '3GYFN9L55LS683604',\n",
       " 'JTEBX3FJ1F5084844',\n",
       " 'LFV3A28K1G3513111',\n",
       " '000000000D0063668',\n",
       " 'LFNFVUMX2E1E23430',\n",
       " '000000000BL276856',\n",
       " 'LGAX5D652A3036344',\n",
       " 'LHGCR162XJ2034427',\n",
       " 'JTEBX9FJ3G5097275',\n",
       " 'LS4ASB3R3D4654285',\n",
       " '000000000D3010978',\n",
       " 'LSVNA4188H2121189',\n",
       " 'H0566811231234567',\n",
       " 'LGAX5D651B3042296',\n",
       " '000000000D4721169',\n",
       " 'LHGCV1640M9026412',\n",
       " 'LN86GABF3HB024931',\n",
       " 'LMGAC1G85K1533322',\n",
       " 'LMWDT1G82M1070298',\n",
       " 'LJ12EKR23F4793821',\n",
       " '00000000000129805',\n",
       " 'LSVAR4BR5KU802579',\n",
       " 'LFP83ACC9H1D11103',\n",
       " 'LNAA3AA16M5440099',\n",
       " 'LNAA3AA18L5415428',\n",
       " 'LMWHT1G52M1049894',\n",
       " '000000007CC031191',\n",
       " 'LNAA3AA18L5406695',\n",
       " 'L102VV6D99P012279',\n",
       " 'L6T7824S3GN174089',\n",
       " '00000000000034039',\n",
       " 'LC6PCJ2Y4H1007100',\n",
       " '000000000EL123759',\n",
       " 'LJXDJ3CB0FTU24932',\n",
       " 'LB377K4S8HX673211',\n",
       " 'LHGCV166XM8096376',\n",
       " '000000000BC147912',\n",
       " 'LFV2A5BS3J4752571',\n",
       " 'WDDSJ5CB9HN443445',\n",
       " '00000000000018987',\n",
       " 'LMVHEKFC1HA106032',\n",
       " 'LMGDG3G56D1003334',\n",
       " 'LMWHT1G5XL1043923',\n",
       " 'LJDGAA2C9H0506610',\n",
       " 'LGAG4DY32K8032698',\n",
       " 'LGHGCHAL067001418',\n",
       " 'LDC661T20H3092969',\n",
       " 'LNAA3AA17M5440614',\n",
       " 'LSVFB6AW0L2040367',\n",
       " 'LFXAH78W4L3001864',\n",
       " 'LDCC132T0F1309355',\n",
       " 'SALWA2KF3GA595590',\n",
       " 'LMGAT1G82L3016615',\n",
       " '000000000D3010283',\n",
       " '00000000000054100',\n",
       " 'LMWHT1C24L1012310',\n",
       " 'LGHGHHDR67D969317',\n",
       " 'LGAG4DY36H8032826',\n",
       " 'JTHBW1GG7E2067771',\n",
       " 'LVBVHCJJ77H123994',\n",
       " 'LSVCZ6A42EN183190',\n",
       " '00000000000209393',\n",
       " 'LJDMAA22XK0051848',\n",
       " 'LGAX4DD45A2000392',\n",
       " 'LLV2C3A24F0201815',\n",
       " 'LHGRU1844M8044573',\n",
       " 'LB37712Z7HC082174',\n",
       " 'LMGKT1L50L1056428',\n",
       " '00000000000031186',\n",
       " 'LVGBM74K5JG046298',\n",
       " 'LZFH16M467D035660',\n",
       " 'LGBW1PE00ER001394',\n",
       " 'LFV2A5BS8J4696935',\n",
       " 'LJDMAA224J0044599',\n",
       " 'LMGMU1G50L1041153',\n",
       " 'LHGFS1653K2150467',\n",
       " 'LFV2A1BS9F4022809',\n",
       " 'LJDMAA220K0053852',\n",
       " 'LFV2A5BS3K4906374',\n",
       " '1C4RJFBBG0EC40307',\n",
       " 'LRDV7PEC5EL002304',\n",
       " 'LFV2A5BS5J4652410',\n",
       " 'LSVNA4186F2128851',\n",
       " 'LJDMAA222FO195304',\n",
       " '00000000000412354',\n",
       " 'LMGBC1C84J1051630',\n",
       " 'LZWACAGA7C7138854',\n",
       " '000000000D4056410',\n",
       " 'LMGAT1L21L1147886',\n",
       " '00000000000367799',\n",
       " 'LSVCZ6A4XEN166279',\n",
       " 'WP0BA2979FL017386',\n",
       " '00000000000237754',\n",
       " 'LFP83ACBXK1D78176',\n",
       " 'LBVUG7100FMD27780',\n",
       " 'LMGAT1G55L1145305',\n",
       " 'LFV2A5BSXJ4709541',\n",
       " 'LGAG4DY3XF8007571',\n",
       " 'LBV5S310XGSM64523',\n",
       " 'LBV3M2107FMC91769',\n",
       " 'LWLTFSED79L003722',\n",
       " 'LNAA2AA11L5037584',\n",
       " 'LZZ8BXNB0LC341448',\n",
       " 'LNAA3AA15L5408646',\n",
       " 'LSGPC52H8GF033927',\n",
       " 'LSVT91332DN562597',\n",
       " 'LGAX5D655D8120715',\n",
       " 'LFP8C7CC8K1G12942',\n",
       " 'LFNKRXPP4GFA02086',\n",
       " 'LGB652E0XJS104543',\n",
       " 'LBVFP390XCSF35713',\n",
       " 'LFWSRXRJ4E1F17499',\n",
       " 'LNAA2AA10K5029457',\n",
       " 'LBE2DAFB9KZ113159',\n",
       " 'LFNAFRJJ7JAM16016',\n",
       " 'LS5A2AJX5JA001332',\n",
       " 'LMWHT1G58L1028935',\n",
       " 'LSVAE45EXJN020341',\n",
       " 'LFP8C7CC8K1G21169',\n",
       " 'LSGJA52U98H189411',\n",
       " 'LNAA2AA18K5028475',\n",
       " 'LBV5S1102FSK62410',\n",
       " 'LZWADAGA2KC668992',\n",
       " 'LC0CE4CC6K0027479',\n",
       " 'SALWA2VF9FA512433',\n",
       " 'LZZPCG3N8GJ070176',\n",
       " 'LGAG4DY37G8039704',\n",
       " 'LNAA2AA16L5041081',\n",
       " 'LHGCV1649M8079518',\n",
       " 'LJDMAA22XJ0035745',\n",
       " 'LFMGH27229S214694',\n",
       " '000000003D1216051',\n",
       " 'LGAG4DY30E2009928',\n",
       " 'LGF19F8GXHF101156',\n",
       " 'LGAX5D65291002816',\n",
       " 'LGAX5D651L9048145',\n",
       " 'LB37722Z5KC055357',\n",
       " 'LFV3B28R6F3032750',\n",
       " 'LZWADAGA3GE444920',\n",
       " 'LJDTAA237F0041403',\n",
       " 'LSVNR4BRXJN090533',\n",
       " '00000000000281561',\n",
       " 'LMGAT1G86L1125736',\n",
       " 'LSGGG54Y0FS054102',\n",
       " 'LSVCX2A4XFN169277',\n",
       " 'JTEBU3FJ2HK116956',\n",
       " 'LSVA44188LN219393',\n",
       " 'LZWACAGA8C7191952',\n",
       " 'LGAG4DY3XJ8033757',\n",
       " 'LZGCL2R48DX012439',\n",
       " 'LVHFR182XF6065271',\n",
       " 'LJDXAA124G0032735',\n",
       " 'LVCP2FBA7HS052869',\n",
       " 'LVVDC21B4HD020573',\n",
       " 'LMGJS1G81J1148857',\n",
       " 'LMWHT1G53L1043214',\n",
       " 'JNKCV54EX4M821248',\n",
       " 'LMGKT1L29L1068650',\n",
       " 'LGAX4DD4895065358',\n",
       " 'LBECFAHC9EZ025978',\n",
       " 'LSGBC5352HG132544',\n",
       " 'LNAA2AA16K5030502',\n",
       " '000000000D1069505',\n",
       " 'LMGBC1C55K1053586',\n",
       " 'LJDGAA2CXH0505689',\n",
       " 'LVBV5PBB6GE192068',\n",
       " 'LUXC71H04GB000790',\n",
       " 'LGAG4DY38H8033976',\n",
       " 'LGHXPHFT4G7001968',\n",
       " '1C4NJDGB1ED837342',\n",
       " 'LGWCBE196HB002540',\n",
       " 'LMGKT1G56K1013947',\n",
       " '00000000000129895',\n",
       " 'LFV2A1153D3069896',\n",
       " 'LVGB4B9E2LG046039',\n",
       " 'LFV2A5BS4J4654486',\n",
       " 'LBELMBKC9EY467881',\n",
       " 'LFNAHULX6JFA11172',\n",
       " 'LFV2A5BS7J4678605',\n",
       " 'LVGBM74K8JG049891',\n",
       " 'LFV2A1BS3G4567938',\n",
       " 'LMGAT1G88L3011922',\n",
       " 'LDC6432TXH3037666',\n",
       " 'SALWA2VF7FA629461',\n",
       " 'LBEADAEC1KX482972',\n",
       " 'WAUSGC4G0GN009708',\n",
       " 'LFV2A5BS6J4647359',\n",
       " 'LFP8C7CC8K1G16408',\n",
       " 'LFNKRXPS8C1F06085',\n",
       " 'LFV2A1BS4D4501586',\n",
       " 'LB9XL44B1HALG6555',\n",
       " 'LGAG4DY33E3004149',\n",
       " '000000000E1848660',\n",
       " 'LVSHFFAC1EF988698',\n",
       " 'LMGJU1G81M1024411',\n",
       " 'LZFF25N41CD237958',\n",
       " 'LMWFB1L52M1001179',\n",
       " 'LGLAA2D13FK310158',\n",
       " 'LNAA2AA18K5030159',\n",
       " 'LHGFS1651L2047548',\n",
       " 'LC0CE4DC1J0125980',\n",
       " 'LFV2A5BSXJ4682485',\n",
       " '000000000D1D39547',\n",
       " 'LMGJU1G80K1003806',\n",
       " 'LFMH65812ES003051',\n",
       " 'LMGAT1G58K1013038',\n",
       " 'LFV2A5BS9J4623024',\n",
       " 'LMWHT1350L1016297',\n",
       " '000000000CA447066',\n",
       " '000000000A3038749',\n",
       " 'LSVAT4BR1KU803519',\n",
       " '00000000000012597',\n",
       " '00000000000661714',\n",
       " 'LVHRM283XE5000547',\n",
       " 'LSGKE54H2HW119897',\n",
       " 'LFP8C7CC4K1G33304',\n",
       " 'LFP8C7PC7K1D56464',\n",
       " 'L6T7722Z3HN082856',\n",
       " 'SCBBH53W7DC079916',\n",
       " 'LDC6332T6G3586203',\n",
       " 'LZYTEGCF8F1007910',\n",
       " '00000000000A69350',\n",
       " 'LMGBC1C59K1053672',\n",
       " 'LGAXLM6X971038328',\n",
       " 'LB37722Z1LH071155',\n",
       " '000000000DD750592',\n",
       " '00000000000067660',\n",
       " 'LMWFB1L54M1000812',\n",
       " 'LFP8C7CC5K1G15930',\n",
       " 'LFP8C7CC5K1G15443',\n",
       " 'LNAA3AA15L5415483',\n",
       " '0J8F2C572FB001345',\n",
       " 'LZZ1BXSD0JA368486',\n",
       " 'LHGGR9878M8057862',\n",
       " 'LSVD52A47JN108391',\n",
       " 'LMGAT1G81M3022780',\n",
       " 'LFPH4DCNXE1L01970',\n",
       " 'LFV2A1BS6G4799403',\n",
       " 'LSVWT2185KN226619',\n",
       " 'LMGBT1G85K3009242',\n",
       " 'LGAG4DY30H3017798',\n",
       " 'LSVAR4BR0KU804885',\n",
       " 'LFV3A24G9D3115982',\n",
       " '000000000DC034030',\n",
       " 'LGGG4DY33EL909111',\n",
       " 'LMGKT1L56L1075517',\n",
       " 'LMGAT1G83L3019071',\n",
       " '000000000E3016199',\n",
       " 'LGAX5D659D3036653',\n",
       " 'LSYYBBCB2HC049684',\n",
       " 'LNAA2AA14K5017988',\n",
       " 'LS5A2ABE1EA119154',\n",
       " 'LS3T2EH47H0008917',\n",
       " 'LZZ1BXSD4KA464669',\n",
       " '000000000DD304772',\n",
       " 'LMGBC1C57K1053301',\n",
       " 'LZFH25W41HD011952',\n",
       " 'LBVUG7107FMD13941',\n",
       " 'LFV2A1BS7H4712982',\n",
       " 'LVHRW1817M7097132',\n",
       " 'LJ8E3D3M4HD153193',\n",
       " 'LNAA3AA19M5440601',\n",
       " 'LDC633T23K3002743',\n",
       " 'LGDCW91P7EB100376',\n",
       " 'LS4ASG2E6KG166020',\n",
       " 'LMWHT1G56M1048070',\n",
       " 'LGDXW91P8EB112716',\n",
       " 'LFV2A1BS6H4683426',\n",
       " 'LSGGH55L7ES268177',\n",
       " 'LHGRY3889L2127470',\n",
       " 'LSYYBBCB4HC052151',\n",
       " 'LJDMAA226K0051605',\n",
       " 'LGXC16DF8K0068340',\n",
       " 'LMWHT1G51L1039159',\n",
       " 'LMWHT1C57L1036286',\n",
       " 'LS5A3AJC0KD000079',\n",
       " 'LZWACAGA474103664',\n",
       " 'SALAN2F60FA734971',\n",
       " 'LNBSCC4H8KD666667',\n",
       " 'LSVNE45E7JN072835',\n",
       " '00000000000113374',\n",
       " 'LNAA3AA18M5433574',\n",
       " 'LSVAR4BR1JU814002',\n",
       " 'LDC643T22K3004772',\n",
       " 'LVGBH51K6DGD07404',\n",
       " 'LMGBC1C87J1051668',\n",
       " 'LGBF5AE05HR272294',\n",
       " '00000000000039257',\n",
       " 'LFP8C7CCXK1G37213',\n",
       " 'LSVCZ6A4XEN225606',\n",
       " '000000000DD751853',\n",
       " 'LZFH16M487D403112',\n",
       " 'SN2WA2FF6FA602301',\n",
       " 'LMGBC1C5XJ1050343',\n",
       " 'LFV3B28R6E3088377',\n",
       " 'LBV5S3106ESJ26016',\n",
       " 'LFP83ACE1H1D32643',\n",
       " 'LFNMVXRX8F1F04919',\n",
       " 'LSVWL218XGN313360',\n",
       " '00000000001405886',\n",
       " 'LFV2A1BS6G4529040',\n",
       " '000000000EMC44694',\n",
       " 'LBEDMBND8EZ132127',\n",
       " 'LJ11R4EG8AF019476',\n",
       " 'LSVNY4BR9JN124805',\n",
       " 'LFP8C7CC1K1G10014',\n",
       " 'LSVCF6C45LN087783',\n",
       " 'LJ8F2D5D9EB004063',\n",
       " 'LGXC16DF6E0051928',\n",
       " 'LJDMAA226K0052771',\n",
       " 'LNAA3AA10L5420834',\n",
       " 'LNAA2AA14L5040267',\n",
       " 'LVBV6PEC3DL005703',\n",
       " 'LFWSRXSJ5KFA22922',\n",
       " 'LC9XL44B4HALG6858',\n",
       " 'LNAA2AA10L5040881',\n",
       " 'LGBM4AE46ES002556',\n",
       " 'LMGAT1357L1087414',\n",
       " 'LGGG4LY33KL698188',\n",
       " 'LFV2A1BS5D4549646',\n",
       " 'LNAA3AA16M5428728',\n",
       " 'LJDMAA229K0056183',\n",
       " 'LSVNA4188J2156546',\n",
       " 'LFV2A5BS6J4712193',\n",
       " 'LS1D263C4E0966863',\n",
       " 'LMGBC1C55K1053605',\n",
       " '00000000000195904',\n",
       " 'LBEHDAEB1FZ305564',\n",
       " 'LFV2A1BS3G4541484',\n",
       " 'LSVAR4BR7KU805399',\n",
       " 'L6T7824Z5HN206930',\n",
       " '000000000DK000134',\n",
       " 'LN86GABF3GB095271',\n",
       " '00000000000212922',\n",
       " 'LL6C544A1BA208700',\n",
       " 'LRDV6PEC7DT009000',\n",
       " 'LZFF25W43KD023244',\n",
       " 'LGAG4DY37E8098474',\n",
       " 'LFNAFUJM1E1F04999',\n",
       " '000000000CR062670',\n",
       " 'LNAA2AA10K5030690',\n",
       " 'LNBSCC4HXKD667917',\n",
       " 'LWVEB4047LB203849',\n",
       " 'LJ166A238K2216882',\n",
       " 'LS4ASG2E4JG182361',\n",
       " 'LHGFS1652L2085337',\n",
       " 'LFV3B2BR1E3073284',\n",
       " '000000000D1F41696',\n",
       " 'LJDTAA231E0021047',\n",
       " 'LGBH12E08KY314562',\n",
       " 'LSGPC52H3FF090051',\n",
       " 'LMWFB1L50M1000757',\n",
       " 'LSJA16E38HG081614',\n",
       " 'LSYBCAAA1AK014301',\n",
       " 'LJDUAA241H0048783',\n",
       " 'LFV2A23C6J3084891',\n",
       " 'LBE2DAEC9JZ028623',\n",
       " 'LMWDT1G50M1068457',\n",
       " 'LHGRU1845L8190687',\n",
       " 'WDDLJ3GB1HA204756',\n",
       " 'LFV2A5BS2J4741058',\n",
       " '00000000003002790',\n",
       " 'LFNFVXNX7A1E02535',\n",
       " 'LSJA16U33KG058279',\n",
       " 'LFP8C7CC5K1G16432',\n",
       " 'LVGB4B9E8KG005817',\n",
       " 'LZZ5BXNF78A327958',\n",
       " 'LHGRY1828M2033422',\n",
       " 'LHGCV1642M8055481',\n",
       " 'LMWHT1C5XL1032491',\n",
       " '000000000D1A43296',\n",
       " 'LSVT91338CN055041',\n",
       " 'LRDV6PEC5HL014962',\n",
       " 'LFWSRXSJ4H1E87004',\n",
       " 'LGGX5D6589L000143',\n",
       " '00000000000660349',\n",
       " '000000000CV009724',\n",
       " 'LVVDC11B1JD196934',\n",
       " 'LBV5S3103ESK13968',\n",
       " 'LVHFC1667H6025773',\n",
       " 'LFV2A5BS8J4651283',\n",
       " 'LFP8C7CC4K1G37322',\n",
       " 'LMGAT1L29M1172696',\n",
       " 'LMGAC1G8XJ1467977',\n",
       " 'LGAG4DY33J8013009',\n",
       " 'LJDMAA221J0039246',\n",
       " '000000000D1001493',\n",
       " 'LMGAT1G84L1163174',\n",
       " 'LBE2DAFB8KZ091090',\n",
       " 'LXUG4NY38K4058707',\n",
       " 'LNAA2AA16L5038729',\n",
       " 'LMGKT1G83K1016671',\n",
       " 'LMGKT1G87K1014566',\n",
       " 'LDC643T41J3063196',\n",
       " 'LMGAT1G85L1102061',\n",
       " 'LNAC2AB24L5010525',\n",
       " 'LNBMCUAK1GZ029211',\n",
       " '000000000D2132944',\n",
       " 'LWVEB4042LB204732',\n",
       " 'LMGAC1C84G1A05366',\n",
       " 'LSGGH55LXFS050543',\n",
       " 'LSVD52A41JN130127',\n",
       " 'LSVN02BR1HN143001',\n",
       " '00000000000F17189',\n",
       " 'LMGMU1G83M1062171',\n",
       " '000000000DL937825',\n",
       " 'LDC633T29J3066607',\n",
       " '2FMDK3KC6BBA18875',\n",
       " 'LSGGF59F0FH090041',\n",
       " 'WDDLJ5FB1EA126407',\n",
       " '000000000EA782761',\n",
       " 'LSYYBBCB5HC049338',\n",
       " '000000000EF049028',\n",
       " 'LFV3A24G9G3051690',\n",
       " 'LZZACG3N2HC220052',\n",
       " 'LDC983T44K1003878',\n",
       " 'LJDMAA225G0677833',\n",
       " 'LSJA16U36KG060740',\n",
       " 'LSKG4AC15JA056907',\n",
       " '00000000000034844',\n",
       " '000000000DG488546',\n",
       " 'LSYADACA1EK228717',\n",
       " '000000000EN081491',\n",
       " 'LFP8C7CC1K1G21563',\n",
       " 'LNAA2AA14K5027825',\n",
       " 'LFV3A28K3D3086591',\n",
       " 'LHGRU1845M8019312',\n",
       " 'LDC633T21K3005334',\n",
       " 'LJDMAA224J0045963',\n",
       " '000000000ER396247',\n",
       " 'LMWHT1353L1036382',\n",
       " 'LZGJLG840KX045552',\n",
       " 'LGBH52E28KY142944',\n",
       " 'L9GBBF6G4H2000683',\n",
       " 'LBE2DAFB2KZ109213',\n",
       " 'LGAX5D655D3036701',\n",
       " '00000000000119656',\n",
       " 'LSVCR2BM7GN148168',\n",
       " 'LS5A2AB85JB310980',\n",
       " 'LGWFG7A62LH007871',\n",
       " 'LBEHDAEB4EY173789',\n",
       " 'LZWADAGA2KE073063',\n",
       " '2G61M5S36E9179920',\n",
       " '00000000000024640',\n",
       " '000000000DN042615',\n",
       " '00000000005048463',\n",
       " 'LHGCR162XJ2027915',\n",
       " 'LNAA3AA1XL5418749',\n",
       " 'LNAA2AA18L5040028',\n",
       " 'LS1D343C190260974',\n",
       " 'LMGAT135XL1078321',\n",
       " 'LSVAR4BR4KU808292',\n",
       " 'LSVWT2185HN226435',\n",
       " 'LMGBC1C59K1053705',\n",
       " 'LFWSRXSJ5GAB00698',\n",
       " '000000000DD028676',\n",
       " '00000000000026291',\n",
       " 'LBVCU3105DSG23609',\n",
       " 'LGWEE4A49GH299636',\n",
       " '000000003DFC01286',\n",
       " '000000000DX068728',\n",
       " 'LFV2A5BS3J4651398',\n",
       " 'WB10A5107HZ637190',\n",
       " 'LFV5A24G0G3087647',\n",
       " 'LS5A3DBE5GA072373',\n",
       " 'LZZ8ELVE8LC306487',\n",
       " 'LFV3A24G8E3124125',\n",
       " 'LLNCKACB6FA002591',\n",
       " 'LFV2A5BS7J4650383',\n",
       " 'LSGGG54Y0FS095135',\n",
       " 'LSGGF53W0BH074568',\n",
       " 'LSVNV4BRXJN161306',\n",
       " '000000000E0354649',\n",
       " 'LVHRW1857M7097733',\n",
       " 'LBE2DAFB2KZ113567',\n",
       " 'LFNFVXPXXD1F41205',\n",
       " '3LN6L2GN6FR611069',\n",
       " 'LSVNY4BR8JN121569',\n",
       " 'LZFF25M43AD007420',\n",
       " 'LNVU1CA35BV300377',\n",
       " 'LDC633T21J3004294',\n",
       " 'LBE2DAFB1KZ123166',\n",
       " '00000000000737786',\n",
       " '000000000DA123305',\n",
       " '00000000000246179',\n",
       " 'WAUYGB4H0GN018230',\n",
       " 'LDC633T2XH3037949',\n",
       " 'LDNB43AZ4D0518312',\n",
       " 'LDC613P28D1745736',\n",
       " 'LGAG4DY32E8018708',\n",
       " 'MLHPC46R5G5000069',\n",
       " 'LSVAR4BR3JU815586',\n",
       " 'LFP8C7CCXK1G04969',\n",
       " 'LL66HAB01KB122424',\n",
       " '00000000000011502',\n",
       " 'LFV2A5BS0J4682737',\n",
       " 'LDCC132T3F1315294',\n",
       " 'LMGKT1G82K1016578',\n",
       " 'LRH12R2D8D0000163',\n",
       " '00000000000804320',\n",
       " 'LS5A3DBE3EA188393',\n",
       " 'LGWEF6A55FH014186',\n",
       " 'LBEEFAGA2DX332881',\n",
       " 'LFP83ACE8G1D85418',\n",
       " 'LE4WG4CB4JL315629',\n",
       " 'LMGAT1G51L1112706',\n",
       " 'LZYTCTD69C1003373',\n",
       " '00000000003214946',\n",
       " 'LZFF25M419D004379',\n",
       " 'LDC943X23C2765163',\n",
       " 'LGAX4DD45A3005781',\n",
       " 'SALGA2KF6GA272638',\n",
       " 'LZWADAGA9EB526293',\n",
       " 'LZZ7CLXC5HC229484',\n",
       " 'LVSHFCAC8FH036902',\n",
       " 'LSVAE45E6JN045494',\n",
       " 'LFV2A5BS2J4562759',\n",
       " '00000000000008664',\n",
       " 'LMGBT1G54L3014942',\n",
       " 'LFV2A2BS6H4764495',\n",
       " 'LSYYBBCB5HC052269',\n",
       " 'LHGFS1671M2022300',\n",
       " 'LFWSRXRJ8E1E20438',\n",
       " 'LDC6332T9H3026922',\n",
       " 'LBEMDAEC9EZ488525',\n",
       " 'LBEEFAGA7CX329151',\n",
       " 'LGAG4DY32E8003206',\n",
       " 'LMWHT1G57M1050071',\n",
       " 'JTMHU01J1G5119803',\n",
       " 'LRDV6PEC4JL602194',\n",
       " '000000000EA146970',\n",
       " '000000000DF336008',\n",
       " 'LSVFB6AW2L2047563',\n",
       " 'LBE2DAFBXKZ152777',\n",
       " 'LHGCP1692C8002381',\n",
       " 'LSJA16U34KG052331',\n",
       " 'LS3T1CG30A0109125',\n",
       " 'LSYYBBCB3HC032294',\n",
       " 'LFWSRX9L6LAA02197',\n",
       " 'LS5A2AJXXJA001570',\n",
       " 'LGAX4DD34B3041907',\n",
       " 'LMGKT1L83L1065988',\n",
       " 'LFBGE6060FJD20373',\n",
       " 'LHGRU1848L8176587',\n",
       " '4JGDF6EE9FA606337',\n",
       " 'LSJW56U6XJG199949',\n",
       " 'LMGAT1G83K1061590',\n",
       " 'LMGMU1G57M1052135',\n",
       " 'LL123456789912345',\n",
       " 'LMGMU1G5XM1054039',\n",
       " 'LDC6432T1F3379939',\n",
       " 'LFPH4ACE4K1A26055',\n",
       " 'LMGAT1G52L3006933',\n",
       " 'LDC9432T9F1232566',\n",
       " 'WP0AA2971BL012947',\n",
       " 'LSVAE45E4HN089892',\n",
       " 'LFNABRJM79FC30192',\n",
       " 'LBV2Y3105HMH70555',\n",
       " 'LSVD56A45GN061779',\n",
       " 'LFV2A5BS0J4763365',\n",
       " 'LGWEE4A46FF151647',\n",
       " 'LSYYBBCB0HC052017',\n",
       " 'LSJW74U91HG125693',\n",
       " 'LGAX2B136F1027264',\n",
       " 'LUXG92S02FB010811',\n",
       " 'LNBSCUAK7GF524814',\n",
       " 'LBERCACB4EX594427',\n",
       " 'LGAG4DY30L8001287',\n",
       " 'LSVAR4BR8HU803279',\n",
       " 'LVSHCADBXEE881010',\n",
       " 'LGG8D2D13FZ411227',\n",
       " 'LS3T3EH65E0705335',\n",
       " 'LMVHEKFG2EA020653',\n",
       " 'LFV3A24G6E3031975',\n",
       " 'LZFF25R48DD264165',\n",
       " 'LSVNY4BR8JN109065',\n",
       " 'LXUG4NY30K4061469',\n",
       " 'LSV5K8CA8LN558556',\n",
       " 'SALGA2VF2FA200815',\n",
       " 'LSJA24U31FS028525',\n",
       " 'LBEEFAVA3CX320515',\n",
       " 'LWVEB4046LB201008',\n",
       " 'LVSHCFMB6EE863732',\n",
       " 'LMGAT1G82L1075417',\n",
       " 'LGC169C27G6000223',\n",
       " 'LGB652E08KS049396',\n",
       " '000000000DH742092',\n",
       " '000000000D3063845',\n",
       " 'SALVA2BG5FH973693',\n",
       " 'LMGBC1C55K1052955',\n",
       " 'LJDZAA1E5H0000400',\n",
       " 'LVGBP87E4HG059508',\n",
       " 'JTEBX3FJ8E5051886',\n",
       " 'LSYYBBCB9HC048094',\n",
       " 'LFV2A23C6H3113154',\n",
       " 'LGB652E02KS028110',\n",
       " 'LMWHT1G5XM1050548',\n",
       " 'LGAG4DY34D3002912',\n",
       " '000000000DN231657',\n",
       " 'LFV3A23C0F3402824',\n",
       " 'LRDV7PEC5ER004907',\n",
       " 'LZWACAGA0EA196973',\n",
       " 'LHGRU1843M8038876',\n",
       " 'LHGRY1851M2036883',\n",
       " 'LMGBC1C56K1053502',\n",
       " 'LSVCZ6A40FN013623',\n",
       " 'LZ5R2CE5XAB004023',\n",
       " 'LMGBC1C5XK1052952',\n",
       " 'LGJE1FE06G2520441',\n",
       " 'LFV5A24G8H3021008',\n",
       " 'LSYYBACA0EC028345',\n",
       " 'LMGAT1G57K1017744',\n",
       " 'LJDMAA227G0665991',\n",
       " 'LGAX4DD46A3029071',\n",
       " '00000000000097125',\n",
       " 'LVSHMFAC8GH104754',\n",
       " 'LMGKT1L58L1062655',\n",
       " 'LFV3A24G9F3041675',\n",
       " 'LNAA2AA13K5031509',\n",
       " 'LNAA2AA13L5036212',\n",
       " 'LJDMAA227J0025562',\n",
       " 'LFV2A11K5J4090776',\n",
       " 'LS1D263C4D0918732',\n",
       " 'LVHRE1831A5033860',\n",
       " 'LFNMVUNW1F1E33252',\n",
       " '000000000D1F25304',\n",
       " 'LHGFS1650L8020158',\n",
       " '000000000D0523831',\n",
       " 'LMGMU1G87L1018897',\n",
       " 'LG6EDASH1BY202344',\n",
       " '00000000000212245',\n",
       " 'LNAA3AA19L5407922',\n",
       " 'LS5A2AJX2JA002079',\n",
       " 'LZGJLGT49GX050361',\n",
       " 'LBEYFANC6EY333240',\n",
       " 'LMGAB1L83L1000007',\n",
       " 'LNAA3AA19M5433258',\n",
       " 'LNBMCUAK3GT166220',\n",
       " '000000000ED030893',\n",
       " 'LHGFS1659K2137982',\n",
       " 'LGWEEUA57KE010479',\n",
       " 'LFNKRXPP8D1E12222',\n",
       " 'LMG654B05DA000764',\n",
       " 'LFV2A23C8H3030129',\n",
       " 'LWVEB4048LB205271',\n",
       " 'LFP8C7CC3K1G14727',\n",
       " 'LSGZJ5354HH029060',\n",
       " 'LFP8C7CC5K1G35787',\n",
       " 'LGAG4DY34H8026751',\n",
       " 'LBE2DAFB2KZ144799',\n",
       " '1C4BJWE5XFL673110',\n",
       " 'SALWA2VF4EA397433',\n",
       " 'LHGCV1641L8122604',\n",
       " 'LHGGR9842M8026628',\n",
       " 'LNAA2AA15K5012203',\n",
       " 'LFV2A115XD3204016',\n",
       " 'LS5A2AJX1JA001571',\n",
       " 'LFPM4APP9L1E03085',\n",
       " 'LFNMVXRX4D1F34965',\n",
       " 'LS5A2ABE0HD008145',\n",
       " 'LFV2A1BS4H4566184',\n",
       " 'LFV3A28W0H3012618',\n",
       " 'KNAKU8142E5574667',\n",
       " 'LDC633T24J3046040',\n",
       " 'LS4AAB3R5DG152457',\n",
       " '000000000D0111267',\n",
       " 'LFMGSE722FS089688',\n",
       " 'LBV5S3102ESJ46716',\n",
       " 'LGWFF5A56FB000878',\n",
       " 'LZZ5ENNC97W275655',\n",
       " 'LDC633T28J3073564',\n",
       " 'LFP8C7CC3K1G10192',\n",
       " 'LNAA3AA18L5405871',\n",
       " 'LSVUH6B22LN244491',\n",
       " 'LFV3A23C9G3077012',\n",
       " '4JGDF2EE1FA498109',\n",
       " 'LMGBC1C58K1052934',\n",
       " 'LNAA3AA15L5411563',\n",
       " 'LGWFF5A57GB002558',\n",
       " 'LSVUH6B25LN234618',\n",
       " 'LNBSCU3H5JR051728',\n",
       " 'LJXBLCCB99T060497',\n",
       " 'LDC6332T3H3029511',\n",
       " 'LS3T3DH67E0705623',\n",
       " '1FTNE2EW5DDA28827',\n",
       " 'LBERCACB0GX065740',\n",
       " 'LGG7B2D18FZ058808',\n",
       " 'WAU9GD8T7EA054595',\n",
       " 'LDC9432T5F1245007',\n",
       " 'LMGAT1G58L1099355',\n",
       " 'LMGAT1354L1151599',\n",
       " '000000000D3000568',\n",
       " 'LHGCR1626H8078867',\n",
       " 'LFV3B28R9E3092651',\n",
       " 'LHGCV1649M9028112',\n",
       " 'LHGCR2653E8052058',\n",
       " 'LGBH12E00HY514540',\n",
       " 'LFV2A2BS2H4631281',\n",
       " 'LFV3A24E0E3128329',\n",
       " 'LS5A3DBE1EA167350',\n",
       " 'LBEMDAEB5HZ096198',\n",
       " 'WDCDF2DE6FA548888',\n",
       " 'LBEMDAFC6GZ934230',\n",
       " 'LFNKRXPS2E1E24310',\n",
       " 'LSVAF45E0HN110556',\n",
       " 'LJDMAA229J0031847',\n",
       " 'LGAG4DY30G8041391',\n",
       " 'LZZ5CLSB6DA746207',\n",
       " 'LJDMAA221G0634641',\n",
       " 'LZWADAGA6LE094791',\n",
       " 'LE4ZG4JB6HL108394',\n",
       " 'LDC661T27J3003291',\n",
       " '00000000000046145',\n",
       " 'LNAA2AA10K5029877',\n",
       " 'LZGJLG844KX036949',\n",
       " '000000000DE206308',\n",
       " 'LSVAE45E0HN136951',\n",
       " ...]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "84268"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "df_total_del = df_total_del_0 + df_total_del_1\n",
    "df_total_del = list(set(df_total_del))\n",
    "display(df_total_del, len(df_total_del))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 车辆总数"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### test"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 102,
   "metadata": {
    "collapsed": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
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       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>name</th>\n",
       "      <th>model</th>\n",
       "      <th>manufacturer_model</th>\n",
       "      <th>status</th>\n",
       "      <th>install_location_id</th>\n",
       "      <th>install_location</th>\n",
       "      <th>operate_time</th>\n",
       "      <th>holder_name</th>\n",
       "      <th>vehicle_id</th>\n",
       "      <th>install_at</th>\n",
       "      <th>...</th>\n",
       "      <th>owner_gender</th>\n",
       "      <th>id_no</th>\n",
       "      <th>owner_phone</th>\n",
       "      <th>update_date</th>\n",
       "      <th>sync_time</th>\n",
       "      <th>sort_value</th>\n",
       "      <th>allow_contact</th>\n",
       "      <th>create_time</th>\n",
       "      <th>update_time</th>\n",
       "      <th>version</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>154935</th>\n",
       "      <td>359231033484583</td>\n",
       "      <td>V1</td>\n",
       "      <td>V1</td>\n",
       "      <td>WORKING</td>\n",
       "      <td>12.0</td>\n",
       "      <td>主座下（接线：主座下）</td>\n",
       "      <td>2018-09-18 16:57:22</td>\n",
       "      <td>陈洋</td>\n",
       "      <td>10656742.0</td>\n",
       "      <td>2018-09-18 16:57:22</td>\n",
       "      <td>...</td>\n",
       "      <td>MALE</td>\n",
       "      <td>51110219840720401X</td>\n",
       "      <td>13890689069</td>\n",
       "      <td>NaT</td>\n",
       "      <td>2021-02-04 22:58:10</td>\n",
       "      <td>10652946</td>\n",
       "      <td>1</td>\n",
       "      <td>2021-05-04 00:16:56</td>\n",
       "      <td>2021-05-04 00:16:56</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>167818</th>\n",
       "      <td>860675040000349</td>\n",
       "      <td>V1</td>\n",
       "      <td>V1-2E11</td>\n",
       "      <td>WORKING</td>\n",
       "      <td>40.0</td>\n",
       "      <td>方向盘下方</td>\n",
       "      <td>2021-02-03 12:38:32</td>\n",
       "      <td>德宏吉众-龙照仙</td>\n",
       "      <td>12499840.0</td>\n",
       "      <td>2021-02-03 12:38:32</td>\n",
       "      <td>...</td>\n",
       "      <td>MALE</td>\n",
       "      <td>411524199809032012</td>\n",
       "      <td>13526089259</td>\n",
       "      <td>2021-02-02 15:21:53</td>\n",
       "      <td>2021-02-04 22:58:23</td>\n",
       "      <td>11358048</td>\n",
       "      <td>1</td>\n",
       "      <td>2021-05-04 00:11:16</td>\n",
       "      <td>2021-05-04 00:11:16</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>167819</th>\n",
       "      <td>860675040000950</td>\n",
       "      <td>V1</td>\n",
       "      <td>V1-2E11</td>\n",
       "      <td>WORKING</td>\n",
       "      <td>11.0</td>\n",
       "      <td>左仪表内（接线：左仪表内）</td>\n",
       "      <td>2019-06-11 16:40:49</td>\n",
       "      <td>朱建军</td>\n",
       "      <td>11130352.0</td>\n",
       "      <td>2019-06-11 16:40:49</td>\n",
       "      <td>...</td>\n",
       "      <td>MALE</td>\n",
       "      <td>51290119650309047X</td>\n",
       "      <td>15928010977</td>\n",
       "      <td>NaT</td>\n",
       "      <td>2021-02-04 22:58:23</td>\n",
       "      <td>11358118</td>\n",
       "      <td>1</td>\n",
       "      <td>2021-05-04 00:11:16</td>\n",
       "      <td>2021-05-04 00:11:16</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>167820</th>\n",
       "      <td>860675040001073</td>\n",
       "      <td>V1</td>\n",
       "      <td>V1-2E11</td>\n",
       "      <td>WORKING</td>\n",
       "      <td>32.0</td>\n",
       "      <td>左B柱</td>\n",
       "      <td>2019-06-11 15:57:08</td>\n",
       "      <td>朱建军</td>\n",
       "      <td>11126676.0</td>\n",
       "      <td>2019-06-11 15:57:08</td>\n",
       "      <td>...</td>\n",
       "      <td>MALE</td>\n",
       "      <td>510132200012084516</td>\n",
       "      <td>13558654634</td>\n",
       "      <td>NaT</td>\n",
       "      <td>2021-02-04 22:58:23</td>\n",
       "      <td>11357970</td>\n",
       "      <td>1</td>\n",
       "      <td>2021-05-04 00:11:16</td>\n",
       "      <td>2021-05-04 00:11:16</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>167821</th>\n",
       "      <td>860675040001081</td>\n",
       "      <td>V1</td>\n",
       "      <td>V1-2E11</td>\n",
       "      <td>WORKING</td>\n",
       "      <td>11.0</td>\n",
       "      <td>左仪表内（接线：左仪表内）</td>\n",
       "      <td>2019-06-28 14:25:47</td>\n",
       "      <td>邹鹏凯</td>\n",
       "      <td>11170206.0</td>\n",
       "      <td>2019-06-28 14:25:47</td>\n",
       "      <td>...</td>\n",
       "      <td>FEMALE</td>\n",
       "      <td>510303199104230529</td>\n",
       "      <td>13708157903</td>\n",
       "      <td>NaT</td>\n",
       "      <td>2021-02-04 22:58:23</td>\n",
       "      <td>11358066</td>\n",
       "      <td>1</td>\n",
       "      <td>2021-05-04 00:11:16</td>\n",
       "      <td>2021-05-04 00:11:16</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1193114</th>\n",
       "      <td>869792047636511</td>\n",
       "      <td>V1</td>\n",
       "      <td>V1-3E11</td>\n",
       "      <td>WORKING</td>\n",
       "      <td>40.0</td>\n",
       "      <td>方向盘下方</td>\n",
       "      <td>2020-08-21 14:58:47</td>\n",
       "      <td>王秀元</td>\n",
       "      <td>11906990.0</td>\n",
       "      <td>2020-08-21 14:58:47</td>\n",
       "      <td>...</td>\n",
       "      <td>FEMALE</td>\n",
       "      <td>230183198509204627</td>\n",
       "      <td>15134529516</td>\n",
       "      <td>2020-08-21 15:07:41</td>\n",
       "      <td>2021-02-04 22:58:35</td>\n",
       "      <td>12054936</td>\n",
       "      <td>0</td>\n",
       "      <td>2021-05-04 00:04:50</td>\n",
       "      <td>2021-05-04 00:04:50</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1193115</th>\n",
       "      <td>869792047636529</td>\n",
       "      <td>V1</td>\n",
       "      <td>V1-3E11</td>\n",
       "      <td>WORKING</td>\n",
       "      <td>11.0</td>\n",
       "      <td>左仪表内（接线：左仪表内）</td>\n",
       "      <td>2020-07-13 14:19:44</td>\n",
       "      <td>邹鹏凯</td>\n",
       "      <td>11831470.0</td>\n",
       "      <td>2020-07-13 14:19:44</td>\n",
       "      <td>...</td>\n",
       "      <td>MALE</td>\n",
       "      <td>510108198212063314</td>\n",
       "      <td>13547839775</td>\n",
       "      <td>2021-03-04 10:46:28</td>\n",
       "      <td>2021-02-04 22:58:35</td>\n",
       "      <td>12058034</td>\n",
       "      <td>1</td>\n",
       "      <td>2021-05-04 00:04:50</td>\n",
       "      <td>2021-05-04 00:04:50</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1193116</th>\n",
       "      <td>869792047636537</td>\n",
       "      <td>V1</td>\n",
       "      <td>V1-3E11</td>\n",
       "      <td>WORKING</td>\n",
       "      <td>11.0</td>\n",
       "      <td>左仪表内（接线：左仪表内）</td>\n",
       "      <td>2020-08-04 15:17:53</td>\n",
       "      <td>风行汽车雅安美亚-徐明蒙</td>\n",
       "      <td>11873796.0</td>\n",
       "      <td>2020-08-04 15:17:53</td>\n",
       "      <td>...</td>\n",
       "      <td>MALE</td>\n",
       "      <td>513321198303245417</td>\n",
       "      <td>18180368339</td>\n",
       "      <td>2020-08-04 14:26:47</td>\n",
       "      <td>2021-02-04 22:58:35</td>\n",
       "      <td>12074044</td>\n",
       "      <td>1</td>\n",
       "      <td>2021-05-04 00:04:39</td>\n",
       "      <td>2021-05-04 00:04:39</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1193117</th>\n",
       "      <td>869792047636545</td>\n",
       "      <td>V1</td>\n",
       "      <td>V1-3E11</td>\n",
       "      <td>WORKING</td>\n",
       "      <td>40.0</td>\n",
       "      <td>方向盘下方</td>\n",
       "      <td>2020-07-24 15:25:45</td>\n",
       "      <td>赵丽</td>\n",
       "      <td>11852392.0</td>\n",
       "      <td>2020-07-24 15:25:45</td>\n",
       "      <td>...</td>\n",
       "      <td>FEMALE</td>\n",
       "      <td>610324198501011021</td>\n",
       "      <td>13892770513</td>\n",
       "      <td>2020-07-24 15:59:47</td>\n",
       "      <td>2021-02-04 22:58:35</td>\n",
       "      <td>12076470</td>\n",
       "      <td>1</td>\n",
       "      <td>2021-05-04 00:04:39</td>\n",
       "      <td>2021-05-04 00:04:39</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1193118</th>\n",
       "      <td>869792047636552</td>\n",
       "      <td>V1</td>\n",
       "      <td>V1-3E11</td>\n",
       "      <td>WORKING</td>\n",
       "      <td>40.0</td>\n",
       "      <td>方向盘下方</td>\n",
       "      <td>2020-08-21 14:34:33</td>\n",
       "      <td>安丽娜</td>\n",
       "      <td>11906854.0</td>\n",
       "      <td>2020-08-21 14:34:33</td>\n",
       "      <td>...</td>\n",
       "      <td>FEMALE</td>\n",
       "      <td>231181199401073824</td>\n",
       "      <td>13555236481</td>\n",
       "      <td>2020-09-06 14:12:03</td>\n",
       "      <td>2021-02-04 22:58:35</td>\n",
       "      <td>12055464</td>\n",
       "      <td>0</td>\n",
       "      <td>2021-05-04 00:04:50</td>\n",
       "      <td>2021-05-04 00:04:50</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>734388 rows × 33 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                    name model manufacturer_model   status  \\\n",
       "154935   359231033484583    V1                 V1  WORKING   \n",
       "167818   860675040000349    V1            V1-2E11  WORKING   \n",
       "167819   860675040000950    V1            V1-2E11  WORKING   \n",
       "167820   860675040001073    V1            V1-2E11  WORKING   \n",
       "167821   860675040001081    V1            V1-2E11  WORKING   \n",
       "...                  ...   ...                ...      ...   \n",
       "1193114  869792047636511    V1            V1-3E11  WORKING   \n",
       "1193115  869792047636529    V1            V1-3E11  WORKING   \n",
       "1193116  869792047636537    V1            V1-3E11  WORKING   \n",
       "1193117  869792047636545    V1            V1-3E11  WORKING   \n",
       "1193118  869792047636552    V1            V1-3E11  WORKING   \n",
       "\n",
       "         install_location_id install_location        operate_time  \\\n",
       "154935                  12.0      主座下（接线：主座下） 2018-09-18 16:57:22   \n",
       "167818                  40.0            方向盘下方 2021-02-03 12:38:32   \n",
       "167819                  11.0    左仪表内（接线：左仪表内） 2019-06-11 16:40:49   \n",
       "167820                  32.0              左B柱 2019-06-11 15:57:08   \n",
       "167821                  11.0    左仪表内（接线：左仪表内） 2019-06-28 14:25:47   \n",
       "...                      ...              ...                 ...   \n",
       "1193114                 40.0            方向盘下方 2020-08-21 14:58:47   \n",
       "1193115                 11.0    左仪表内（接线：左仪表内） 2020-07-13 14:19:44   \n",
       "1193116                 11.0    左仪表内（接线：左仪表内） 2020-08-04 15:17:53   \n",
       "1193117                 40.0            方向盘下方 2020-07-24 15:25:45   \n",
       "1193118                 40.0            方向盘下方 2020-08-21 14:34:33   \n",
       "\n",
       "          holder_name  vehicle_id          install_at  ... owner_gender  \\\n",
       "154935             陈洋  10656742.0 2018-09-18 16:57:22  ...         MALE   \n",
       "167818       德宏吉众-龙照仙  12499840.0 2021-02-03 12:38:32  ...         MALE   \n",
       "167819            朱建军  11130352.0 2019-06-11 16:40:49  ...         MALE   \n",
       "167820            朱建军  11126676.0 2019-06-11 15:57:08  ...         MALE   \n",
       "167821            邹鹏凯  11170206.0 2019-06-28 14:25:47  ...       FEMALE   \n",
       "...               ...         ...                 ...  ...          ...   \n",
       "1193114           王秀元  11906990.0 2020-08-21 14:58:47  ...       FEMALE   \n",
       "1193115           邹鹏凯  11831470.0 2020-07-13 14:19:44  ...         MALE   \n",
       "1193116  风行汽车雅安美亚-徐明蒙  11873796.0 2020-08-04 15:17:53  ...         MALE   \n",
       "1193117            赵丽  11852392.0 2020-07-24 15:25:45  ...       FEMALE   \n",
       "1193118           安丽娜  11906854.0 2020-08-21 14:34:33  ...       FEMALE   \n",
       "\n",
       "                      id_no  owner_phone         update_date  \\\n",
       "154935   51110219840720401X  13890689069                 NaT   \n",
       "167818   411524199809032012  13526089259 2021-02-02 15:21:53   \n",
       "167819   51290119650309047X  15928010977                 NaT   \n",
       "167820   510132200012084516  13558654634                 NaT   \n",
       "167821   510303199104230529  13708157903                 NaT   \n",
       "...                     ...          ...                 ...   \n",
       "1193114  230183198509204627  15134529516 2020-08-21 15:07:41   \n",
       "1193115  510108198212063314  13547839775 2021-03-04 10:46:28   \n",
       "1193116  513321198303245417  18180368339 2020-08-04 14:26:47   \n",
       "1193117  610324198501011021  13892770513 2020-07-24 15:59:47   \n",
       "1193118  231181199401073824  13555236481 2020-09-06 14:12:03   \n",
       "\n",
       "                  sync_time sort_value allow_contact         create_time  \\\n",
       "154935  2021-02-04 22:58:10   10652946             1 2021-05-04 00:16:56   \n",
       "167818  2021-02-04 22:58:23   11358048             1 2021-05-04 00:11:16   \n",
       "167819  2021-02-04 22:58:23   11358118             1 2021-05-04 00:11:16   \n",
       "167820  2021-02-04 22:58:23   11357970             1 2021-05-04 00:11:16   \n",
       "167821  2021-02-04 22:58:23   11358066             1 2021-05-04 00:11:16   \n",
       "...                     ...        ...           ...                 ...   \n",
       "1193114 2021-02-04 22:58:35   12054936             0 2021-05-04 00:04:50   \n",
       "1193115 2021-02-04 22:58:35   12058034             1 2021-05-04 00:04:50   \n",
       "1193116 2021-02-04 22:58:35   12074044             1 2021-05-04 00:04:39   \n",
       "1193117 2021-02-04 22:58:35   12076470             1 2021-05-04 00:04:39   \n",
       "1193118 2021-02-04 22:58:35   12055464             0 2021-05-04 00:04:50   \n",
       "\n",
       "                update_time  version  \n",
       "154935  2021-05-04 00:16:56        1  \n",
       "167818  2021-05-04 00:11:16        1  \n",
       "167819  2021-05-04 00:11:16        1  \n",
       "167820  2021-05-04 00:11:16        1  \n",
       "167821  2021-05-04 00:11:16        1  \n",
       "...                     ...      ...  \n",
       "1193114 2021-05-04 00:04:50        1  \n",
       "1193115 2021-05-04 00:04:50        1  \n",
       "1193116 2021-05-04 00:04:39        1  \n",
       "1193117 2021-05-04 00:04:39        1  \n",
       "1193118 2021-05-04 00:04:50        1  \n",
       "\n",
       "[734388 rows x 33 columns]"
      ]
     },
     "execution_count": 102,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# list1 = ['V1','凯励程S']\n",
    "df_total[df_total['model'].isin(['V1','凯励程S'])]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 车辆总数计算"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "heading_collapsed": true
   },
   "source": [
    "#### 生成车辆总表"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 117,
   "metadata": {
    "hidden": true,
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
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       " 'LGWEF5A57KF092601',\n",
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       " 'L6T7842ZXKY029991',\n",
       " 'LGWCBC198KB019268',\n",
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       " 'LSVAF60C1K2146993',\n",
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       " 'LMGHR1G56K1033592',\n",
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       " 'LN86GAAE2JB104879',\n",
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       " 'LB37622Z1LX637839',\n",
       " 'LGWDBE181JB002723',\n",
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       " 'LC6PHNJP8L1007370',\n",
       " 'LVHTG484XL5000272',\n",
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       " 'LDC973Z41K1020728',\n",
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       " 'LB37522S7KL081287',\n",
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       " 'LMWHP1S89K1008259',\n",
       " 'LB37742Z7KB029019',\n",
       " 'LB37824Z5LH014922',\n",
       " 'LBEMDAEC2GZ840962',\n",
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       " 'LB37722Z7KH087441',\n",
       " 'LGWEE4A53LH519159',\n",
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       " 'L6T7924Z8KU118626',\n",
       " 'LVGBR74K0KG094620',\n",
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       " 'LVGEN56A6LG468876',\n",
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       " 'L6T7824Z5KW038563',\n",
       " 'LGWEF5A59KH545833',\n",
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       " 'LSGXC8355KV406961',\n",
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       " 'LS5A3DKEXLA761481',\n",
       " 'L6T7824Z0MW024735',\n",
       " 'LFV2A28V0K5310861',\n",
       " 'LMGAT1G5XL1074621',\n",
       " 'LSGKE5418LW204724',\n",
       " 'LFV2A23C6J3200459',\n",
       " 'LBEADAFC7JX283230',\n",
       " 'LFV3A23C0K3118183',\n",
       " 'LMGAT1321L1080724',\n",
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       " 'LGWDBF1A2LJ091509',\n",
       " 'LHGRU1837L2086812',\n",
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       " 'L6T7722ZXLU016965',\n",
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       " 'LB37622Z3KX602069',\n",
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       " 'JKAEXKG11LDAA1286',\n",
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       " 'LHGFS1657L2057615',\n",
       " 'LYMTJACG1MA004957',\n",
       " 'LMGHT1C59K1006703',\n",
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       " 'LVHRU5868J5040437',\n",
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       " 'LB37824Z7JH094429',\n",
       " 'LLCLPN6C9KA004481',\n",
       " 'LS5A2ABE6LA006698',\n",
       " 'L6T7824Z3LW102195',\n",
       " 'LGWDB3192JB005157',\n",
       " 'LBECNAFD4LZ008971',\n",
       " 'LMGMS1G89K1038671',\n",
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       " 'LZWADAGA3LB361435',\n",
       " 'L6T7824S8LW062246',\n",
       " 'LVHRW1867L7019041',\n",
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       " 'LMGJU1G87K1009716',\n",
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       " 'LSVN54BR3KN173976',\n",
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       " 'L6T7742Z3KU067119',\n",
       " 'LB37742Z6LB071750',\n",
       " 'LGWEF4A53JF374811',\n",
       " 'LSGZK83L9LA213909',\n",
       " 'ML5ZRDF11LDA42613',\n",
       " 'L6T7924Z1KU072749',\n",
       " 'DWHN620082018100119',\n",
       " 'LGWEF5A59MH007250',\n",
       " 'LBEMDAEB3HZ121437',\n",
       " 'LSVGR6186J2128130',\n",
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       " 'LGWEE5A57LH509014',\n",
       " 'L6T7822Z4KY021809',\n",
       " 'LHGGK5854J8076433',\n",
       " 'LGWEF5A59JH596991',\n",
       " 'LC6PHNJP6K1009293',\n",
       " 'LBENUBKC9MS349517',\n",
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       " 'LGWEF4A50MH512667',\n",
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       " 'LGWEF4A55LH004824',\n",
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       " 'LSJA24U68JS106186',\n",
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       " 'L6T7824S4JN049318',\n",
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       " 'LVSHJCAL2HE520891',\n",
       " 'LFPH4BCP3L2L19350',\n",
       " 'LSGJA52H5FS206806',\n",
       " 'LS4ASE2A3LD014037',\n",
       " 'LJ8F7D5G4JG715341',\n",
       " 'LGWEF5A56MH253480',\n",
       " 'LB37742Z7LB056920',\n",
       " 'LDC973240J2002773',\n",
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       " 'LGWEF6A52HH572452',\n",
       " 'LB37722Z2JA064074',\n",
       " 'LGWEF5A55KF075781',\n",
       " 'L6T7742Z3LU094757',\n",
       " 'LMGAT1G88J1003246',\n",
       " 'LB37622Z9LX626863',\n",
       " 'LB37622Z4KX636103',\n",
       " 'LDCC6124XK4016201',\n",
       " 'LSVNN45E8HN133118',\n",
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       " 'LB37522Z3KL058053',\n",
       " 'LB37824Z5LH064140',\n",
       " 'LHGRU1841L8084561',\n",
       " 'LS4ASE2A9MD006901',\n",
       " 'LVRHDFALXKN535978',\n",
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       " 'LSVDX2BM1LN068465',\n",
       " 'LSGKR53L7JA091849',\n",
       " 'LFV2B20S1J5265152',\n",
       " 'L6T7824Z4KZ124090',\n",
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       " 'LE43X8HB4KL025959',\n",
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       " 'LB37724Z4KX014935',\n",
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       " 'LB37622Z4JX184930',\n",
       " 'LHGTG181XK8017135',\n",
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       " 'L6T7824S0LW085682',\n",
       " 'L6T7852Z3MD015723',\n",
       " 'LFMA1809XK0003518',\n",
       " 'LSV5K8CA9LN542687',\n",
       " 'LSVUD6B28KN099323',\n",
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       " 'LGWEF6A50JH537138',\n",
       " 'L6T7842Z9LY046315',\n",
       " 'LSV2B6CA1JN502642',\n",
       " 'RP8M82434JV001369',\n",
       " 'LSGKE54A4JW249253',\n",
       " 'LZWADAGA2KF559107',\n",
       " 'LJ8F3D5D2JD181548',\n",
       " 'LVGB674K1KG020910',\n",
       " 'LB37622Z8LX622089',\n",
       " 'LB37742Z4LB057104',\n",
       " 'LB37722ZXKC068427',\n",
       " 'L6T7854Z7LZ174727',\n",
       " 'LGWEE5A57LH516965',\n",
       " 'LFV2A2151M6025318',\n",
       " 'LB37844Z1JH195963',\n",
       " 'L6T7854Z8LD043500',\n",
       " 'LB37742Z9JB038657',\n",
       " 'LSVDT2BM0KN101336',\n",
       " 'LFV2A2157K6003899',\n",
       " 'LSVAH20C6K2254156',\n",
       " 'LDCC53T21J1041788',\n",
       " 'LGWEF5A58KF015557',\n",
       " 'LB37752Z3JL600116',\n",
       " 'LFV2B20L7L4121333',\n",
       " 'LB37724S1JX076309',\n",
       " 'LB37742Z3KB057514',\n",
       " 'LFMA1ACC7K0024132',\n",
       " 'LHGCV1635K8130212',\n",
       " 'LDCP1124XJ4036866',\n",
       " 'LFMK440F5J3444691',\n",
       " 'LB37742Z8KB060540',\n",
       " 'LGWEF5A5XLF186313',\n",
       " 'LSVDU2BMXKN011172',\n",
       " 'LB37724Z3LX219745',\n",
       " 'LGWEF7A77LH264001',\n",
       " 'LFMAXACC1L0172938',\n",
       " 'LFV2A2BU0K4374789',\n",
       " 'LSGXE83L7KD202452',\n",
       " 'LVSHFFAL4JF729634',\n",
       " 'L6T7824Z8LW130994',\n",
       " 'LHGRU1845K2072057',\n",
       " 'LS5A3DHE8JA408659',\n",
       " 'LFMA180CXJ0142266',\n",
       " 'L6T7622Z6LV006382',\n",
       " 'LVGCJE236JG290054',\n",
       " 'L6T7822Z1KY037529',\n",
       " 'L6T7722Z2JN010813',\n",
       " 'LVRHDCAC5LN402285',\n",
       " 'L6T7824Z2LW163974',\n",
       " 'LHGRU5848K2033566',\n",
       " 'L6T7824Z0LW139169',\n",
       " 'LHGGK5751K8072603',\n",
       " 'MLY1YGKA9LS047741',\n",
       " 'LC6PHNJR3K1004277',\n",
       " 'LSGZK83L9KA093625',\n",
       " 'LB37622Z3KX602265',\n",
       " 'LVRHDCAC0JN325547',\n",
       " 'LB37522ZXKL073360',\n",
       " 'LS5A3ABE0KA002111',\n",
       " 'JKAEXKG15LDA84791',\n",
       " 'LGWEF5A51MH504583',\n",
       " 'MLY1LC3A2LS421242',\n",
       " 'LVGBR74K8KG112376',\n",
       " 'LB37722Z3KH134772',\n",
       " 'LGWEF7A53MF010748',\n",
       " 'L6T7824Z3LW172148',\n",
       " 'LS5A2AKR7KA002130',\n",
       " 'LSVCF6C47LN114109',\n",
       " 'LHGRU1845K8004015',\n",
       " 'LGWEF5A56MH007531',\n",
       " 'L6T7942Z2LY031958',\n",
       " 'LSVNZ4NG1JN064638',\n",
       " 'LVHFC1661H6196776',\n",
       " 'L6T7742Z3LU052623',\n",
       " 'WB10B0803KZ824083',\n",
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       "      <td>12390732.0</td>\n",
       "      <td>2021-01-11 16:59:44</td>\n",
       "      <td>...</td>\n",
       "      <td>FEMALE</td>\n",
       "      <td>230202197907231447</td>\n",
       "      <td>15620625688</td>\n",
       "      <td>2021-01-11 16:59:44</td>\n",
       "      <td>2021-03-08 14:16:18</td>\n",
       "      <td>12398736</td>\n",
       "      <td>1</td>\n",
       "      <td>2021-05-04 00:01:57</td>\n",
       "      <td>2021-05-04 00:01:57</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1197763</th>\n",
       "      <td>981929D32601B7144A919A549770030A0000003B021C3B87</td>\n",
       "      <td>凯励程S-5系</td>\n",
       "      <td>Klicen-S5-1_Klicen,黑色</td>\n",
       "      <td>WORKING</td>\n",
       "      <td>NaN</td>\n",
       "      <td>None</td>\n",
       "      <td>2020-12-18 13:54:18</td>\n",
       "      <td>None</td>\n",
       "      <td>10926778.0</td>\n",
       "      <td>2020-12-18 13:54:18</td>\n",
       "      <td>...</td>\n",
       "      <td>MALE</td>\n",
       "      <td>500225199010052814</td>\n",
       "      <td>15223063227</td>\n",
       "      <td>NaT</td>\n",
       "      <td>2021-02-04 23:00:02</td>\n",
       "      <td>12381342</td>\n",
       "      <td>1</td>\n",
       "      <td>2021-05-04 00:02:04</td>\n",
       "      <td>2021-05-04 00:02:04</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1197764</th>\n",
       "      <td>981929D32621D71472919A549770030A0000002B02243C87</td>\n",
       "      <td>凯励程S-5系</td>\n",
       "      <td>Klicen-S5-1_Klicen,黑色</td>\n",
       "      <td>WORKING</td>\n",
       "      <td>NaN</td>\n",
       "      <td>None</td>\n",
       "      <td>2021-01-23 17:58:09</td>\n",
       "      <td>None</td>\n",
       "      <td>12468000.0</td>\n",
       "      <td>2021-01-23 17:58:09</td>\n",
       "      <td>...</td>\n",
       "      <td>MALE</td>\n",
       "      <td>622323198906230537</td>\n",
       "      <td>17881312268</td>\n",
       "      <td>2021-02-28 23:13:44</td>\n",
       "      <td>2021-02-04 23:00:02</td>\n",
       "      <td>12381338</td>\n",
       "      <td>1</td>\n",
       "      <td>2021-05-04 00:02:04</td>\n",
       "      <td>2021-05-04 00:02:04</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1197765</th>\n",
       "      <td>981929D326221714E6919A549770030A0000002B02203C07</td>\n",
       "      <td>凯励程S-5系</td>\n",
       "      <td>Klicen-S5-1_Klicen,黑色</td>\n",
       "      <td>WORKING</td>\n",
       "      <td>NaN</td>\n",
       "      <td>None</td>\n",
       "      <td>2020-12-17 09:31:53</td>\n",
       "      <td>None</td>\n",
       "      <td>12309944.0</td>\n",
       "      <td>2020-12-17 09:31:53</td>\n",
       "      <td>...</td>\n",
       "      <td>MALE</td>\n",
       "      <td>445281199709013519</td>\n",
       "      <td>15766731440</td>\n",
       "      <td>2020-12-17 09:31:50</td>\n",
       "      <td>2021-02-04 23:00:02</td>\n",
       "      <td>12375110</td>\n",
       "      <td>1</td>\n",
       "      <td>2021-05-04 00:02:06</td>\n",
       "      <td>2021-05-04 00:02:06</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1197766</th>\n",
       "      <td>981929D32641D714C6819A549770030A0000001302243C87</td>\n",
       "      <td>凯励程S-5系</td>\n",
       "      <td>Klicen-S5-1_Klicen,黑色</td>\n",
       "      <td>WORKING</td>\n",
       "      <td>NaN</td>\n",
       "      <td>None</td>\n",
       "      <td>2020-12-08 13:41:52</td>\n",
       "      <td>None</td>\n",
       "      <td>12289736.0</td>\n",
       "      <td>2020-12-08 13:41:52</td>\n",
       "      <td>...</td>\n",
       "      <td>MALE</td>\n",
       "      <td>430225199803040014</td>\n",
       "      <td>15994964010</td>\n",
       "      <td>2020-12-08 13:41:50</td>\n",
       "      <td>2021-02-04 23:00:02</td>\n",
       "      <td>12361432</td>\n",
       "      <td>1</td>\n",
       "      <td>2021-05-04 00:02:14</td>\n",
       "      <td>2021-05-04 00:02:14</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>751621 rows × 33 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                                     name    model  \\\n",
       "38706    13C129D32140CB0495DB9D94BF70030A2000001302203D07  凯励程S-5系   \n",
       "154734   23160DD320304A101EEADE534A3D0FACA000003B02343B86  凯励程S-7系   \n",
       "154735   23160DD320A04310C4AADE534A3D0FAC90000013023C3C06  凯励程S-7系   \n",
       "154736   23160DD320A0631040BADE534A3D0FAC9000002B02443D06  凯励程S-7系   \n",
       "154737   23160DD320A10810EADADE534A3D0FACA000003B02403D06  凯励程S-7系   \n",
       "...                                                   ...      ...   \n",
       "1197762  981929D325E1B71472919A549770030A0000003302243C07  凯励程S-5系   \n",
       "1197763  981929D32601B7144A919A549770030A0000003B021C3B87  凯励程S-5系   \n",
       "1197764  981929D32621D71472919A549770030A0000002B02243C87  凯励程S-5系   \n",
       "1197765  981929D326221714E6919A549770030A0000002B02203C07  凯励程S-5系   \n",
       "1197766  981929D32641D714C6819A549770030A0000001302243C87  凯励程S-5系   \n",
       "\n",
       "            manufacturer_model   status  install_location_id install_location  \\\n",
       "38706    Klicen-S5-1_Klicen,黑色  WORKING                  NaN             None   \n",
       "154734   Klicen-S7-1_Klicen,黑色  WORKING                  NaN             None   \n",
       "154735   Klicen-S7-1_Klicen,黑色  WORKING                  NaN             None   \n",
       "154736   Klicen-S7-1_Klicen,黑色  WORKING                  NaN             None   \n",
       "154737   Klicen-S7-1_Klicen,黑色  WORKING                  NaN             None   \n",
       "...                        ...      ...                  ...              ...   \n",
       "1197762  Klicen-S5-1_Klicen,黑色  WORKING                  NaN             None   \n",
       "1197763  Klicen-S5-1_Klicen,黑色  WORKING                  NaN             None   \n",
       "1197764  Klicen-S5-1_Klicen,黑色  WORKING                  NaN             None   \n",
       "1197765  Klicen-S5-1_Klicen,黑色  WORKING                  NaN             None   \n",
       "1197766  Klicen-S5-1_Klicen,黑色  WORKING                  NaN             None   \n",
       "\n",
       "               operate_time holder_name  vehicle_id          install_at  ...  \\\n",
       "38706   2020-09-16 16:29:43        None  11956120.0 2020-09-16 16:29:43  ...   \n",
       "154734  2021-04-07 10:29:42        None  12605774.0 2021-04-07 10:29:42  ...   \n",
       "154735  2020-12-26 14:49:39        None  12350708.0 2020-12-26 14:49:39  ...   \n",
       "154736  2021-01-08 14:35:41         余桂英  12387992.0 2021-01-08 14:35:41  ...   \n",
       "154737  2021-01-08 11:03:08         余桂英  12387058.0 2021-01-08 11:03:08  ...   \n",
       "...                     ...         ...         ...                 ...  ...   \n",
       "1197762 2021-01-11 16:59:44        None  12390732.0 2021-01-11 16:59:44  ...   \n",
       "1197763 2020-12-18 13:54:18        None  10926778.0 2020-12-18 13:54:18  ...   \n",
       "1197764 2021-01-23 17:58:09        None  12468000.0 2021-01-23 17:58:09  ...   \n",
       "1197765 2020-12-17 09:31:53        None  12309944.0 2020-12-17 09:31:53  ...   \n",
       "1197766 2020-12-08 13:41:52        None  12289736.0 2020-12-08 13:41:52  ...   \n",
       "\n",
       "        owner_gender               id_no  owner_phone         update_date  \\\n",
       "38706           MALE  120111197505174051  13752250310 2020-09-18 15:57:34   \n",
       "154734          None                None  18696639521 2021-04-07 10:29:42   \n",
       "154735          None                None  18502382877 2020-12-26 14:49:39   \n",
       "154736          None                None  18981040887 2021-01-08 14:35:41   \n",
       "154737          None                None  13880115135 2021-01-08 11:43:01   \n",
       "...              ...                 ...          ...                 ...   \n",
       "1197762       FEMALE  230202197907231447  15620625688 2021-01-11 16:59:44   \n",
       "1197763         MALE  500225199010052814  15223063227                 NaT   \n",
       "1197764         MALE  622323198906230537  17881312268 2021-02-28 23:13:44   \n",
       "1197765         MALE  445281199709013519  15766731440 2020-12-17 09:31:50   \n",
       "1197766         MALE  430225199803040014  15994964010 2020-12-08 13:41:50   \n",
       "\n",
       "                  sync_time sort_value allow_contact         create_time  \\\n",
       "38706   2021-03-08 14:16:18   12132102             1 2021-05-04 00:04:08   \n",
       "154734  2021-04-07 10:29:42   12446912             0 2021-05-04 00:01:37   \n",
       "154735  2021-02-04 23:00:01   12388018             0 2021-05-04 00:02:04   \n",
       "154736  2021-02-04 22:58:41   12451098             0 2021-05-04 00:01:30   \n",
       "154737  2021-02-04 23:00:01   12451170             0 2021-05-04 00:01:30   \n",
       "...                     ...        ...           ...                 ...   \n",
       "1197762 2021-03-08 14:16:18   12398736             1 2021-05-04 00:01:57   \n",
       "1197763 2021-02-04 23:00:02   12381342             1 2021-05-04 00:02:04   \n",
       "1197764 2021-02-04 23:00:02   12381338             1 2021-05-04 00:02:04   \n",
       "1197765 2021-02-04 23:00:02   12375110             1 2021-05-04 00:02:06   \n",
       "1197766 2021-02-04 23:00:02   12361432             1 2021-05-04 00:02:14   \n",
       "\n",
       "                update_time  version  \n",
       "38706   2021-05-04 00:04:08        1  \n",
       "154734  2021-05-04 00:01:37        1  \n",
       "154735  2021-05-04 00:02:04        1  \n",
       "154736  2021-05-04 00:01:30        1  \n",
       "154737  2021-05-04 00:01:30        1  \n",
       "...                     ...      ...  \n",
       "1197762 2021-05-04 00:01:57        1  \n",
       "1197763 2021-05-04 00:02:04        1  \n",
       "1197764 2021-05-04 00:02:04        1  \n",
       "1197765 2021-05-04 00:02:06        1  \n",
       "1197766 2021-05-04 00:02:14        1  \n",
       "\n",
       "[751621 rows x 33 columns]"
      ]
     },
     "execution_count": 117,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 全量表中筛除\n",
    "cond_1 = df_detail_del['vin'].isin(df_total_del)\n",
    "df_total = df_detail_del[~cond_1]\n",
    "df_total = df_total[df_total['model'].isin(['V1','凯励程S-5系','凯励程S-7系','凯励程S-3系'])]\n",
    "df_total = df_total[df_total['operate_time'] <= '2021-04-29 23:59:59']\n",
    "\n",
    "# 全量表df_total\n",
    "# df_total\n",
    "\n",
    "df_1 = df_total['vin'].to_list()\n",
    "df_1 = list(set(df_1))\n",
    "\n",
    "# 去重车架号及数量\n",
    "display(df_1,len(df_1))\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "heading_collapsed": true
   },
   "source": [
    "#### 设备类型对应车辆数"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 132,
   "metadata": {
    "hidden": true
   },
   "outputs": [],
   "source": [
    "\n",
    "num_V1 = len(df_total[df_total['model'] == 'V1']['vin'].unique())\n",
    "num_V1_V1 = len(df_total[df_total['manufacturer_model'] == 'V1']['vin'].unique())\n",
    "num_V1_1E11 = len(df_total[df_total['manufacturer_model'] == 'V1-1E11']['vin'].unique())\n",
    "num_V1_2E11 = len(df_total[df_total['manufacturer_model'] == 'V1-2E11']['vin'].unique())\n",
    "num_V1_3E11 = len(df_total[df_total['manufacturer_model'] == 'V1-3E11']['vin'].unique())\n",
    "num_V1_6SLA = len(df_total[df_total['manufacturer_model'] == 'V1-6SLA']['vin'].unique())\n",
    "\n",
    "num_s = len(df_total[df_total['model'].isin(['凯励程S-5系','凯励程S-7系','凯励程S-3系'])]['vin'].unique())\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "heading_collapsed": true
   },
   "source": [
    "#### test"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 126,
   "metadata": {
    "hidden": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "749537"
      ]
     },
     "execution_count": 126,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "728648+20889"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 130,
   "metadata": {
    "hidden": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "749406"
      ]
     },
     "execution_count": 130,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "num_s+num_V1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 133,
   "metadata": {
    "hidden": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "728648"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "17369"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "355279"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "62867"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "286084"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "7075"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "display(num_V1,num_V1_V1,num_V1_1E11,num_V1_2E11,num_V1_3E11,num_V1_6SLA)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 135,
   "metadata": {
    "hidden": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "728674"
      ]
     },
     "execution_count": 135,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "sum([num_V1_V1,num_V1_1E11,num_V1_2E11,num_V1_3E11,num_V1_6SLA])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 137,
   "metadata": {
    "hidden": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "749432"
      ]
     },
     "execution_count": 137,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "728674+num_s"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 136,
   "metadata": {
    "hidden": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "747306"
      ]
     },
     "execution_count": 136,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "17423+355329+63134+283888+6643+20889"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 触发总数"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "heading_collapsed": true
   },
   "source": [
    "### test"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 69,
   "metadata": {
    "hidden": true,
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "6424"
      ]
     },
     "execution_count": 69,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_week[cond0]['车架号'].count()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 70,
   "metadata": {
    "hidden": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "37"
      ]
     },
     "execution_count": 70,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_week[cond1]['车架号'].count()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 71,
   "metadata": {
    "hidden": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "4972"
      ]
     },
     "execution_count": 71,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_week[cond2]['车架号'].count()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 72,
   "metadata": {
    "hidden": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "43"
      ]
     },
     "execution_count": 72,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_week[cond_2]['车架号'].count()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 105,
   "metadata": {
    "collapsed": true,
    "hidden": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "8          LFNCRULS9F1E04078\n",
       "11         LFNAFUKM3F1F03854\n",
       "14         LFWSRXRJ1F1E08262\n",
       "19         LFNCRULX6F1E20250\n",
       "27         LFNAFUJJ8F1E26499\n",
       "                 ...        \n",
       "1180272    L6T7824S6LW053934\n",
       "1182668    LB37622Z7LX608605\n",
       "1182697    LB37742Z0LB055205\n",
       "1183205    L6T7742Z3LU036390\n",
       "1190996    LB37742Z6LB061865\n",
       "Name: vin, Length: 5675, dtype: object"
      ]
     },
     "execution_count": 105,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "cond0 = df_detail['sale_org'].isin(del_company)\n",
    "cond1 = df_detail['owner_name'].isin(del_username)\n",
    "df_detail[(cond1|cond2)]['vin']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 110,
   "metadata": {
    "collapsed": true,
    "hidden": true
   },
   "outputs": [
    {
     "data": {
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>报警来源</th>\n",
       "      <th>首次处理类型</th>\n",
       "      <th>归属店战区/机构</th>\n",
       "      <th>车架号</th>\n",
       "      <th>触发设备号</th>\n",
       "      <th>设备类型</th>\n",
       "      <th>设备子类型</th>\n",
       "      <th>安装位置</th>\n",
       "      <th>车类别</th>\n",
       "      <th>车主姓名</th>\n",
       "      <th>...</th>\n",
       "      <th>月份</th>\n",
       "      <th>事故时间</th>\n",
       "      <th>处理时效</th>\n",
       "      <th>自动外呼结果</th>\n",
       "      <th>事故处理人</th>\n",
       "      <th>处理状态</th>\n",
       "      <th>事故备注</th>\n",
       "      <th>欣悦途接收反馈</th>\n",
       "      <th>二次分析分类</th>\n",
       "      <th>二次分析备注</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>0 rows × 30 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "Empty DataFrame\n",
       "Columns: [报警来源, 首次处理类型, 归属店战区/机构, 车架号, 触发设备号, 设备类型, 设备子类型, 安装位置, 车类别, 车主姓名, 车主电话, 车主性别, 是否允许联系, 销售公司, 产品类型, 车型, 原始触发等级, 触发时效, push_category, 事故等级, 月份, 事故时间, 处理时效, 自动外呼结果, 事故处理人, 处理状态, 事故备注, 欣悦途接收反馈, 二次分析分类, 二次分析备注]\n",
       "Index: []\n",
       "\n",
       "[0 rows x 30 columns]"
      ]
     },
     "execution_count": 110,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_week_tgr[df_week_tgr['设备类型'] == 'K1']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 108,
   "metadata": {
    "collapsed": true,
    "hidden": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0                非凯励程-客运产品\n",
       "1                非凯励程-担保产品\n",
       "6                非凯励程-货运产品\n",
       "16                 凯励程-标准版\n",
       "38             非凯励程-基础定位产品\n",
       "54470      非凯励程-凯达乐行网约车基础版\n",
       "80913        非凯励程-汽车金融-畅通贷\n",
       "102948      凯励程-凯达乐行网约车保障版\n",
       "102957         非凯励程-网约车基础版\n",
       "135024            凯励程车联网服务\n",
       "144018         第三方-北京现代GAP\n",
       "160294            凯励程-专用车版\n",
       "206611         凯励程-凯达乐行金融版\n",
       "328276             凯励程-金融版\n",
       "394038                代步补贴\n",
       "568937           凯励程-广汽租赁版\n",
       "586065             欣悦途-标准版\n",
       "825137                全损无忧\n",
       "826818                None\n",
       "946991                安全无忧\n",
       "954337               借款人意外\n",
       "959157                绿色出行\n",
       "963310                维修无忧\n",
       "969291                折价无忧\n",
       "971656         车窗无忧（VIP续约）\n",
       "972098         剐蹭补贴（VIP续约）\n",
       "974582                出险无忧\n",
       "983200             全损无忧（B）\n",
       "1009536        安全无忧(轮胎、驾意)\n",
       "1021247       安全无忧B(轮胎、驾意)\n",
       "1052749               驾乘意外\n",
       "1168670               轮胎补贴\n",
       "Name: alias, dtype: object"
      ]
     },
     "execution_count": 108,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_xyt_product_type['alias'].drop_duplicates(inplace = True)\n",
    "df_xyt_product_type['alias']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 109,
   "metadata": {
    "hidden": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array(['V1', '凯励程S-3系', '凯励程S-5系', '凯励程S-7系'], dtype=object)"
      ]
     },
     "execution_count": 109,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_week_tgr['设备类型'].unique()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 112,
   "metadata": {
    "hidden": true,
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "8        LFP8C7CC9K1G22492\n",
       "11       LFP8C7CC1K1G20218\n",
       "13       LFPH4ACE8L1A10085\n",
       "14       LFP8C7CCXK1G14398\n",
       "16       LYVUE25DXLB556852\n",
       "               ...        \n",
       "97921    LMGAT1G89L3018460\n",
       "97922    MMFLS4403HY914984\n",
       "97924    LNAC2AB28L5007675\n",
       "97925    LMGHT1328K1000526\n",
       "97968    L6T7824S8JN194197\n",
       "Name: 车架号, Length: 6490, dtype: object"
      ]
     },
     "execution_count": 112,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "cond0_ = df_week['销售公司'].isin(del_company)\n",
    "cond1_ = df_week['车主姓名'].isin(del_username)\n",
    "list_vin2 = df_week[(cond0_|cond1_)]['车架号'].to_list()\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 触发计算"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### 生成触发详情表"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 113,
   "metadata": {
    "collapsed": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>报警来源</th>\n",
       "      <th>首次处理类型</th>\n",
       "      <th>归属店战区/机构</th>\n",
       "      <th>车架号</th>\n",
       "      <th>触发设备号</th>\n",
       "      <th>设备类型</th>\n",
       "      <th>设备子类型</th>\n",
       "      <th>安装位置</th>\n",
       "      <th>车类别</th>\n",
       "      <th>车主姓名</th>\n",
       "      <th>...</th>\n",
       "      <th>月份</th>\n",
       "      <th>事故时间</th>\n",
       "      <th>处理时效</th>\n",
       "      <th>自动外呼结果</th>\n",
       "      <th>事故处理人</th>\n",
       "      <th>处理状态</th>\n",
       "      <th>事故备注</th>\n",
       "      <th>欣悦途接收反馈</th>\n",
       "      <th>二次分析分类</th>\n",
       "      <th>二次分析备注</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>系统报警</td>\n",
       "      <td>分析处理</td>\n",
       "      <td>四川战区-川南运维部</td>\n",
       "      <td>LGWEE5A52LH502973</td>\n",
       "      <td>868957041845894</td>\n",
       "      <td>V1</td>\n",
       "      <td>V1-3E11</td>\n",
       "      <td>左仪表内（接线：左仪表内）</td>\n",
       "      <td>汽车</td>\n",
       "      <td>杨丽慧</td>\n",
       "      <td>...</td>\n",
       "      <td>2021-04-01</td>\n",
       "      <td>2021-04-23 00:00:00</td>\n",
       "      <td>0.00114583333333333</td>\n",
       "      <td>--</td>\n",
       "      <td>牟晓明</td>\n",
       "      <td>分析误报</td>\n",
       "      <td>分析安全</td>\n",
       "      <td>未推送</td>\n",
       "      <td>nan</td>\n",
       "      <td>nan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>系统报警</td>\n",
       "      <td>AI处理</td>\n",
       "      <td>四川战区-川北运维部</td>\n",
       "      <td>LGWEF4A50LF551611</td>\n",
       "      <td>864710057524075</td>\n",
       "      <td>V1</td>\n",
       "      <td>V1-3E11</td>\n",
       "      <td>左仪表内（接线：左仪表内）</td>\n",
       "      <td>汽车</td>\n",
       "      <td>杜孝成</td>\n",
       "      <td>...</td>\n",
       "      <td>2021-04-01</td>\n",
       "      <td>2021-04-23 00:00:01</td>\n",
       "      <td>0.00159722222222222</td>\n",
       "      <td>W(其它)</td>\n",
       "      <td>汪媛媛</td>\n",
       "      <td>分析误报</td>\n",
       "      <td>分析安全</td>\n",
       "      <td>未推送</td>\n",
       "      <td>nan</td>\n",
       "      <td>nan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>系统报警</td>\n",
       "      <td>分析处理</td>\n",
       "      <td>四川战区-成东运维部</td>\n",
       "      <td>LFV1A2BU6K4478859</td>\n",
       "      <td>868957040076806</td>\n",
       "      <td>V1</td>\n",
       "      <td>V1-3E11</td>\n",
       "      <td>左仪表内（接线：左仪表内）</td>\n",
       "      <td>汽车</td>\n",
       "      <td>李宗涛</td>\n",
       "      <td>...</td>\n",
       "      <td>2021-04-01</td>\n",
       "      <td>2021-04-23 00:00:21</td>\n",
       "      <td>0.00103009259259259</td>\n",
       "      <td>--</td>\n",
       "      <td>牟晓明</td>\n",
       "      <td>分析误报</td>\n",
       "      <td>分析安全</td>\n",
       "      <td>未推送</td>\n",
       "      <td>nan</td>\n",
       "      <td>nan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>系统报警</td>\n",
       "      <td>人工处理</td>\n",
       "      <td>湖南战区-湖南战区</td>\n",
       "      <td>LMGKT1L58M1082082</td>\n",
       "      <td>864710056800641</td>\n",
       "      <td>V1</td>\n",
       "      <td>V1-3E11</td>\n",
       "      <td>顶灯（接线：顶灯）</td>\n",
       "      <td>汽车</td>\n",
       "      <td>施轶</td>\n",
       "      <td>...</td>\n",
       "      <td>2021-04-01</td>\n",
       "      <td>2021-04-23 00:00:28</td>\n",
       "      <td>0.00148148148148148</td>\n",
       "      <td>--</td>\n",
       "      <td>牟晓明</td>\n",
       "      <td>分析误报</td>\n",
       "      <td>分析安全</td>\n",
       "      <td>未推送</td>\n",
       "      <td>nan</td>\n",
       "      <td>nan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>系统报警</td>\n",
       "      <td>人工处理</td>\n",
       "      <td>黑吉机构-黑龙江机构</td>\n",
       "      <td>LGWEF4A59MH521559</td>\n",
       "      <td>868053053507125</td>\n",
       "      <td>V1</td>\n",
       "      <td>V1-3E11</td>\n",
       "      <td>发动机舱</td>\n",
       "      <td>汽车</td>\n",
       "      <td>刘士伟</td>\n",
       "      <td>...</td>\n",
       "      <td>2021-04-01</td>\n",
       "      <td>2021-04-23 00:00:58</td>\n",
       "      <td>0.000891203703703704</td>\n",
       "      <td>--</td>\n",
       "      <td>贾令</td>\n",
       "      <td>分析误报</td>\n",
       "      <td>分析安全</td>\n",
       "      <td>未推送</td>\n",
       "      <td>nan</td>\n",
       "      <td>nan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>97971</th>\n",
       "      <td>系统报警</td>\n",
       "      <td>AI处理</td>\n",
       "      <td>湖南战区-湖南战区</td>\n",
       "      <td>LB37622Z5KX629578</td>\n",
       "      <td>861929043151214</td>\n",
       "      <td>V1</td>\n",
       "      <td>V1-1E11</td>\n",
       "      <td>顶灯（接线：顶灯）</td>\n",
       "      <td>汽车</td>\n",
       "      <td>谢礼萍</td>\n",
       "      <td>...</td>\n",
       "      <td>2021-04-01</td>\n",
       "      <td>2021-04-29 23:58:41</td>\n",
       "      <td>0.00206018518518519</td>\n",
       "      <td>V(停机空号)</td>\n",
       "      <td>贾令</td>\n",
       "      <td>分析误报</td>\n",
       "      <td>分析安全</td>\n",
       "      <td>未推送</td>\n",
       "      <td>nan</td>\n",
       "      <td>nan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>97972</th>\n",
       "      <td>系统报警</td>\n",
       "      <td>分析处理</td>\n",
       "      <td>安徽机构-安徽机构</td>\n",
       "      <td>L6T7622Z5LV001108</td>\n",
       "      <td>862175049213033</td>\n",
       "      <td>V1</td>\n",
       "      <td>V1-3E11</td>\n",
       "      <td>左仪表内（接线：左仪表内）</td>\n",
       "      <td>汽车</td>\n",
       "      <td>王枫</td>\n",
       "      <td>...</td>\n",
       "      <td>2021-04-01</td>\n",
       "      <td>2021-04-29 23:59:05</td>\n",
       "      <td>0.00142361111111111</td>\n",
       "      <td>--</td>\n",
       "      <td>贾令</td>\n",
       "      <td>分析误报</td>\n",
       "      <td>分析安全</td>\n",
       "      <td>未推送</td>\n",
       "      <td>nan</td>\n",
       "      <td>nan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>97973</th>\n",
       "      <td>系统报警</td>\n",
       "      <td>AI处理</td>\n",
       "      <td>辽蒙机构-辽宁机构</td>\n",
       "      <td>LB37724S7KX249994</td>\n",
       "      <td>862175048983123</td>\n",
       "      <td>V1</td>\n",
       "      <td>V1-3E11</td>\n",
       "      <td>左仪表内（接线：左仪表内）</td>\n",
       "      <td>汽车</td>\n",
       "      <td>杨莹</td>\n",
       "      <td>...</td>\n",
       "      <td>2021-04-01</td>\n",
       "      <td>2021-04-29 23:59:18</td>\n",
       "      <td>0.00327546296296296</td>\n",
       "      <td>X(未接通)</td>\n",
       "      <td>汪媛媛</td>\n",
       "      <td>分析误报</td>\n",
       "      <td>分析安全</td>\n",
       "      <td>未推送</td>\n",
       "      <td>nan</td>\n",
       "      <td>nan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>97974</th>\n",
       "      <td>系统报警</td>\n",
       "      <td>人工处理</td>\n",
       "      <td>河南机构-河南机构</td>\n",
       "      <td>LB37824Z3LH137263</td>\n",
       "      <td>864710056790768</td>\n",
       "      <td>V1</td>\n",
       "      <td>V1-3E11</td>\n",
       "      <td>左仪表内（接线：左仪表内）</td>\n",
       "      <td>汽车</td>\n",
       "      <td>翟倩</td>\n",
       "      <td>...</td>\n",
       "      <td>2021-04-01</td>\n",
       "      <td>2021-04-29 23:59:37</td>\n",
       "      <td>0.00349537037037037</td>\n",
       "      <td>--</td>\n",
       "      <td>汪媛媛</td>\n",
       "      <td>分析误报</td>\n",
       "      <td>分析安全</td>\n",
       "      <td>未推送</td>\n",
       "      <td>nan</td>\n",
       "      <td>nan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>97975</th>\n",
       "      <td>系统报警</td>\n",
       "      <td>AI处理</td>\n",
       "      <td>四川战区-川南运维部</td>\n",
       "      <td>LB37742Z8LB097749</td>\n",
       "      <td>864710057713124</td>\n",
       "      <td>V1</td>\n",
       "      <td>V1-3E11</td>\n",
       "      <td>右角下（接线：右角下）</td>\n",
       "      <td>汽车</td>\n",
       "      <td>张绍洪</td>\n",
       "      <td>...</td>\n",
       "      <td>2021-04-01</td>\n",
       "      <td>2021-04-29 23:59:42</td>\n",
       "      <td>nan</td>\n",
       "      <td>U(安全)</td>\n",
       "      <td>智能AI</td>\n",
       "      <td>核实误报</td>\n",
       "      <td>--</td>\n",
       "      <td>未推送</td>\n",
       "      <td>nan</td>\n",
       "      <td>nan</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>89830 rows × 30 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "       报警来源 首次处理类型    归属店战区/机构                车架号            触发设备号 设备类型  \\\n",
       "0      系统报警   分析处理  四川战区-川南运维部  LGWEE5A52LH502973  868957041845894   V1   \n",
       "1      系统报警   AI处理  四川战区-川北运维部  LGWEF4A50LF551611  864710057524075   V1   \n",
       "2      系统报警   分析处理  四川战区-成东运维部  LFV1A2BU6K4478859  868957040076806   V1   \n",
       "3      系统报警   人工处理   湖南战区-湖南战区  LMGKT1L58M1082082  864710056800641   V1   \n",
       "4      系统报警   人工处理  黑吉机构-黑龙江机构  LGWEF4A59MH521559  868053053507125   V1   \n",
       "...     ...    ...         ...                ...              ...  ...   \n",
       "97971  系统报警   AI处理   湖南战区-湖南战区  LB37622Z5KX629578  861929043151214   V1   \n",
       "97972  系统报警   分析处理   安徽机构-安徽机构  L6T7622Z5LV001108  862175049213033   V1   \n",
       "97973  系统报警   AI处理   辽蒙机构-辽宁机构  LB37724S7KX249994  862175048983123   V1   \n",
       "97974  系统报警   人工处理   河南机构-河南机构  LB37824Z3LH137263  864710056790768   V1   \n",
       "97975  系统报警   AI处理  四川战区-川南运维部  LB37742Z8LB097749  864710057713124   V1   \n",
       "\n",
       "         设备子类型           安装位置 车类别 车主姓名  ...         月份                事故时间  \\\n",
       "0      V1-3E11  左仪表内（接线：左仪表内）  汽车  杨丽慧  ... 2021-04-01 2021-04-23 00:00:00   \n",
       "1      V1-3E11  左仪表内（接线：左仪表内）  汽车  杜孝成  ... 2021-04-01 2021-04-23 00:00:01   \n",
       "2      V1-3E11  左仪表内（接线：左仪表内）  汽车  李宗涛  ... 2021-04-01 2021-04-23 00:00:21   \n",
       "3      V1-3E11      顶灯（接线：顶灯）  汽车   施轶  ... 2021-04-01 2021-04-23 00:00:28   \n",
       "4      V1-3E11           发动机舱  汽车  刘士伟  ... 2021-04-01 2021-04-23 00:00:58   \n",
       "...        ...            ...  ..  ...  ...        ...                 ...   \n",
       "97971  V1-1E11      顶灯（接线：顶灯）  汽车  谢礼萍  ... 2021-04-01 2021-04-29 23:58:41   \n",
       "97972  V1-3E11  左仪表内（接线：左仪表内）  汽车   王枫  ... 2021-04-01 2021-04-29 23:59:05   \n",
       "97973  V1-3E11  左仪表内（接线：左仪表内）  汽车   杨莹  ... 2021-04-01 2021-04-29 23:59:18   \n",
       "97974  V1-3E11  左仪表内（接线：左仪表内）  汽车   翟倩  ... 2021-04-01 2021-04-29 23:59:37   \n",
       "97975  V1-3E11    右角下（接线：右角下）  汽车  张绍洪  ... 2021-04-01 2021-04-29 23:59:42   \n",
       "\n",
       "                       处理时效   自动外呼结果 事故处理人  处理状态  事故备注  欣悦途接收反馈  二次分析分类 二次分析备注  \n",
       "0       0.00114583333333333       --   牟晓明  分析误报  分析安全      未推送     nan    nan  \n",
       "1       0.00159722222222222    W(其它)   汪媛媛  分析误报  分析安全      未推送     nan    nan  \n",
       "2       0.00103009259259259       --   牟晓明  分析误报  分析安全      未推送     nan    nan  \n",
       "3       0.00148148148148148       --   牟晓明  分析误报  分析安全      未推送     nan    nan  \n",
       "4      0.000891203703703704       --    贾令  分析误报  分析安全      未推送     nan    nan  \n",
       "...                     ...      ...   ...   ...   ...      ...     ...    ...  \n",
       "97971   0.00206018518518519  V(停机空号)    贾令  分析误报  分析安全      未推送     nan    nan  \n",
       "97972   0.00142361111111111       --    贾令  分析误报  分析安全      未推送     nan    nan  \n",
       "97973   0.00327546296296296   X(未接通)   汪媛媛  分析误报  分析安全      未推送     nan    nan  \n",
       "97974   0.00349537037037037       --   汪媛媛  分析误报  分析安全      未推送     nan    nan  \n",
       "97975                   nan    U(安全)  智能AI  核实误报    --      未推送     nan    nan  \n",
       "\n",
       "[89830 rows x 30 columns]"
      ]
     },
     "execution_count": 113,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 触发量筛选\n",
    "cond0 = df_detail['sale_org'].isin(del_company)\n",
    "cond1 = df_detail['owner_name'].isin(del_username)\n",
    "list_vin1 = df_detail[(cond0|cond1)]['vin'].to_list()\n",
    "\n",
    "cond0_ = df_week['销售公司'].isin(del_company)\n",
    "cond1_ = df_week['车主姓名'].isin(del_username)\n",
    "list_vin2 = df_week[(cond0_|cond1_)]['车架号'].to_list()\n",
    "\n",
    "list_vin = list(set(df_total_del + list_vin1 + list_vin2))\n",
    "\n",
    "cond_3 = df_week['车架号'].isin(list_vin)\n",
    "df_week_tgr = df_week[~cond_3]\n",
    "df_week_tgr = df_week_tgr[df_week_tgr['设备类型'].isin(['V1', '凯励程S-3系', '凯励程S-5系', '凯励程S-7系'])]\n",
    "\n",
    "# 触发详情表\n",
    "df_week_tgr"
   ]
  }
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